Problem Statement
In this capstone project, the goal is to build a pneumonia detection system, to locate the position of inflammation in an image. Tissues with sparse material, such as lungs which are full of air, do not absorb the X-rays and appear black in the image. Dense tissues such as bones absorb X-rays and appear white in the image. While we are theoretically detecting “lung opacities”, there are lung opacities that are not pneumonia related. In the data, some of these are labeled “Not Normal No Lung Opacity”. This extra third class indicates that while pneumonia was determined not to be present, there was nonetheless some type of abnormality on the image and oftentimes this finding may mimic the appearance of true pneumonia.
Dicom original images: Medical images are stored in a special format called DICOM files (*.dcm). They contain a combination of header metadata as well as underlying raw image arrays for pixel data.
Here’s the backstory and why solving this problem matters
Pneumonia accounts for over 15% of all deaths of children under 5 years old internationally. In 2015, 920,000 children under the age of 5 died from the disease. In the United States, pneumonia accounts for over 500,000 visits to emergency departments and over 50,000 deaths in 2015, keeping the ailment on the list of top 10 causes of death in the country.
While common, accurately diagnosing pneumonia is a tall order. It requires review of a chest radiograph (CXR) by highly trained specialists and confirmation through clinical history, vital signs and laboratory exams. Pneumonia usually manifests as an area or areas of increased opacity on CXR. However, the diagnosis of pneumonia on CXR is complicated because of a number of other conditions in the lungs such as fluid overload (pulmonary edema), bleeding, volume loss (atelectasis or collapse), lung cancer, or post-radiation or surgical changes. Outside of the lungs, fluid in the pleural space (pleural effusion) also appears as increased opacity on CXR. When available, comparison of CXRs of the patient taken at different time points and correlation with clinical symptoms and history are helpful in making the diagnosis.
CXRs are the most commonly performed diagnostic imaging study. A number of factors such as positioning of the patient and depth of inspiration can alter the appearance of the CXR, complicating interpretation further. In addition, clinicians are faced with reading high volumes of images every shift.
To improve the efficiency and reach of diagnostic services, the Radiological Society of North America (RSNA®) has reached out to Kaggle’s machine learning community and collaborated with the US National Institutes of Health, The Society of Thoracic Radiology, and MD.ai to develop a rich dataset for this challenge. (Description Source)
Data Source: https://www.kaggle.com/c/rsna-pneumonia-detection-challenge/data
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
gpu_info = !nvidia-smi
gpu_info = '\n'.join(gpu_info)
if gpu_info.find('failed') >= 0:
print('Not connected to a GPU')
else:
print(gpu_info)
Sat Jun 4 19:10:52 2022
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 460.32.03 Driver Version: 460.32.03 CUDA Version: 11.2 |
|-------------------------------+----------------------+----------------------+
| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|===============================+======================+======================|
| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |
| N/A 33C P8 9W / 70W | 0MiB / 15109MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| No running processes found |
+-----------------------------------------------------------------------------+
from IPython.core.display import display, HTML
display(HTML('<style>.container { width:100% !important; }</style>'))
!pip3 install -q pydicom
!pip install eda
!pip install visualize
|████████████████████████████████| 2.0 MB 14.7 MB/s Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/ Collecting eda Downloading eda-1.0.0alpha5.tar.gz (3.8 kB) WARNING: Discarding https://files.pythonhosted.org/packages/11/3d/128b51b0c722bdb617f9e42a40af5114f68565ec36c4e3b41e23a59c015c/eda-1.0.0alpha5.tar.gz#sha256=745e3d0de088fc944a22adc540c17fdaef28c42570bc7cd769ad8c6163405d18 (from https://pypi.org/simple/eda/). Command errored out with exit status 1: python setup.py egg_info Check the logs for full command output. Downloading eda-1.0.0alpha3.tar.gz (2.6 kB) WARNING: Discarding https://files.pythonhosted.org/packages/fa/a6/4880dc9dded74d1b939f40254ae44e6ea0f09af055c7753ede9b26a3914e/eda-1.0.0alpha3.tar.gz#sha256=190e1b95d78e73ef2e76fb0f8e4986cb357fe3e35b361881458d91b849f75d1a (from https://pypi.org/simple/eda/). Command errored out with exit status 1: python setup.py egg_info Check the logs for full command output. Downloading eda-1.0.0alpha2.tar.gz (1.3 kB) Building wheels for collected packages: eda Building wheel for eda (setup.py) ... done Created wheel for eda: filename=eda-1.0.0a2-py3-none-any.whl size=1396 sha256=c407b437a3456450d7a307009f8a2c10d4012e28c4622fb1ecc507b3d3fc6747 Stored in directory: /root/.cache/pip/wheels/cb/09/97/093fa0d3fad3dd6c2cdccef412b76fc5ea35195adbb80adeed Successfully built eda Installing collected packages: eda Successfully installed eda-1.0.0a2 Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/ Collecting visualize Downloading visualize-0.5.1.tar.gz (63 kB) |████████████████████████████████| 63 kB 1.8 MB/s Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from visualize) (1.21.6) Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (from visualize) (4.1.2.30) Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from visualize) (3.2.2) Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from visualize) (7.1.2) Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->visualize) (2.8.2) Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->visualize) (1.4.2) Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->visualize) (3.0.9) Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->visualize) (0.11.0) Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from kiwisolver>=1.0.1->matplotlib->visualize) (4.2.0) Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib->visualize) (1.15.0) Building wheels for collected packages: visualize Building wheel for visualize (setup.py) ... done Created wheel for visualize: filename=visualize-0.5.1-py3-none-any.whl size=11480 sha256=425819bb509d539c3c49696c3e4c9784ef92b7837186460f807cb7e76594d476 Stored in directory: /root/.cache/pip/wheels/3e/d5/5e/4611694829424348618d6ad0095a2b6175cf10b53470f391dc Successfully built visualize Installing collected packages: visualize Successfully installed visualize-0.5.1
# IMPORT PACKAGES
import warnings; warnings.filterwarnings('ignore')
import pandas as pd, numpy as np
import matplotlib.pyplot as plt
from tqdm import tqdm_notebook
import os, zipfile, random, csv
import seaborn as sns
import pydicom as dcm
from glob import glob
import cv2
from eda import *
from visualize import *
import pydicom
from matplotlib.patches import Rectangle
from tqdm import tqdm, tqdm_notebook
%matplotlib inline
# SET VARIABLES
PATH = '/content/'
os.chdir(PATH)
DATA_DIR = os.path.join(PATH + 'Kaggle2/')
TRAIN_IMAGES = os.path.join(DATA_DIR + 'stage_2_train_images/')
TEST_IMAGES = os.path.join(DATA_DIR + 'stage_2_test_images/')
OUTPUT_DIR = os.path.join(PATH + 'output/')
if not os.path.exists(DATA_DIR): os.makedirs(DATA_DIR)
if not os.path.exists(OUTPUT_DIR): os.makedirs(OUTPUT_DIR)
# SET RANDOM SEED
np.random.seed(2018)
MY_GOOGLE_DRIVE_PATH = '/content/drive/My\ Drive/AIML/Kaggle2'
DATA_DIR='/content/Kaggle2/'
if not os.path.exists(DATA_DIR): os.makedirs(DATA_DIR)
#%cd {DATA_DIR}
%cp {MY_GOOGLE_DRIVE_PATH}/kaggle2.json {DATA_DIR}
# Kaggle Download
if(True):
!pip uninstall -y kaggle
!pip install --upgrade pip
!pip install kaggle
!kaggle -v
#List Kaggle DataSets
#!kaggle datasets list
#List Kaggle Competitions
#!kaggle competitions list
#List Competitions with string
!kaggle competitions list -s pneumonia
#KAGGLE_DIR = '/content/drive/My Drive/Colab/Kaggle/'
KAGGLE_DIR = '/content/Kaggle/'
%cd {KAGGLE_DIR}
!ls
competition_name = 'rsna-pneumonia-detection-challenge'
!mkdir {competition_name}
DOWNLOAD_DIR = KAGGLE_DIR+competition_name+'/'
print(DOWNLOAD_DIR)
import os
os.environ['KAGGLE_CONFIG_DIR'] = KAGGLE_DIR
!kaggle competitions download -c {competition_name}
print('Download Complete')
Found existing installation: kaggle 1.5.12
Uninstalling kaggle-1.5.12:
Successfully uninstalled kaggle-1.5.12
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Requirement already satisfied: pip in /usr/local/lib/python3.7/dist-packages (21.1.3)
Collecting pip
Downloading pip-22.1.2-py3-none-any.whl (2.1 MB)
|████████████████████████████████| 2.1 MB 14.2 MB/s
Installing collected packages: pip
Attempting uninstall: pip
Found existing installation: pip 21.1.3
Uninstalling pip-21.1.3:
Successfully uninstalled pip-21.1.3
Successfully installed pip-22.1.2
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Collecting kaggle
Downloading kaggle-1.5.12.tar.gz (58 kB)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 59.0/59.0 kB 5.7 MB/s eta 0:00:00
Preparing metadata (setup.py) ... done
Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.15.0)
Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from kaggle) (2022.5.18.1)
Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.8.2)
Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.23.0)
Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from kaggle) (4.64.0)
Requirement already satisfied: python-slugify in /usr/local/lib/python3.7/dist-packages (from kaggle) (6.1.2)
Requirement already satisfied: urllib3 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.24.3)
Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/dist-packages (from python-slugify->kaggle) (1.3)
Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (2.10)
Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (3.0.4)
Building wheels for collected packages: kaggle
Building wheel for kaggle (setup.py) ... done
Created wheel for kaggle: filename=kaggle-1.5.12-py3-none-any.whl size=73051 sha256=18a1f3c7ef9690a6072218ee6bb224c2fc9a948ac6e45c89d2639a47e8b5a3b0
Stored in directory: /root/.cache/pip/wheels/62/d6/58/5853130f941e75b2177d281eb7e44b4a98ed46dd155f556dc5
Successfully built kaggle
Installing collected packages: kaggle
Successfully installed kaggle-1.5.12
WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv
Traceback (most recent call last):
File "/usr/local/bin/kaggle", line 5, in <module>
from kaggle.cli import main
File "/usr/local/lib/python3.7/dist-packages/kaggle/__init__.py", line 23, in <module>
api.authenticate()
File "/usr/local/lib/python3.7/dist-packages/kaggle/api/kaggle_api_extended.py", line 166, in authenticate
self.config_file, self.config_dir))
OSError: Could not find kaggle.json. Make sure it's located in /root/.kaggle. Or use the environment method.
Traceback (most recent call last):
File "/usr/local/bin/kaggle", line 5, in <module>
from kaggle.cli import main
File "/usr/local/lib/python3.7/dist-packages/kaggle/__init__.py", line 23, in <module>
api.authenticate()
File "/usr/local/lib/python3.7/dist-packages/kaggle/api/kaggle_api_extended.py", line 166, in authenticate
self.config_file, self.config_dir))
OSError: Could not find kaggle.json. Make sure it's located in /root/.kaggle. Or use the environment method.
/content/Kaggle
/content/Kaggle/rsna-pneumonia-detection-challenge/
Traceback (most recent call last):
File "/usr/local/bin/kaggle", line 5, in <module>
from kaggle.cli import main
File "/usr/local/lib/python3.7/dist-packages/kaggle/__init__.py", line 23, in <module>
api.authenticate()
File "/usr/local/lib/python3.7/dist-packages/kaggle/api/kaggle_api_extended.py", line 166, in authenticate
self.config_file, self.config_dir))
OSError: Could not find kaggle.json. Make sure it's located in /content/Kaggle/. Or use the environment method.
Download Complete
Here as a part of EDA, following objectives are achieved:
stage_2_train_images and stage_2_test_images.stage_2_train_labels.csvstage_2_detailed_class_info.csv containing detailed information about the positive and negative classes in the training setprint('--'*15, 'Reading Datasets (two csv files)', '--'*15)
train_labels = pd.read_csv('Kaggle2/stage_2_train_labels.csv')
class_info = pd.read_csv('Kaggle2/stage_2_detailed_class_info.csv')
print(f'Train Labels dataframe has {train_labels.shape[0]} rows and {train_labels.shape[1]} columns')
print(f'Class info dataframe has {class_info.shape[0]} rows and {class_info.shape[1]} columns')
print('Number of duplicates in patientID in train labels dataframe: {}'.format(len(train_labels) - (train_labels['patientId'].nunique())))
print('Number of duplicates in patientID in class info dataframe: {}'.format(len(class_info) - (class_info['patientId'].nunique())))
------------------------------ Reading Datasets (two csv files) ------------------------------
--------------------------------------------------------------------------- FileNotFoundError Traceback (most recent call last) <ipython-input-20-df355446adb2> in <module>() 1 print('--'*15, 'Reading Datasets (two csv files)', '--'*15) ----> 2 train_labels = pd.read_csv('Kaggle2/stage_2_train_labels.csv') 3 class_info = pd.read_csv('Kaggle2/stage_2_detailed_class_info.csv') 4 5 print(f'Train Labels dataframe has {train_labels.shape[0]} rows and {train_labels.shape[1]} columns') /usr/local/lib/python3.7/dist-packages/pandas/util/_decorators.py in wrapper(*args, **kwargs) 309 stacklevel=stacklevel, 310 ) --> 311 return func(*args, **kwargs) 312 313 return wrapper /usr/local/lib/python3.7/dist-packages/pandas/io/parsers/readers.py in read_csv(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options) 584 kwds.update(kwds_defaults) 585 --> 586 return _read(filepath_or_buffer, kwds) 587 588 /usr/local/lib/python3.7/dist-packages/pandas/io/parsers/readers.py in _read(filepath_or_buffer, kwds) 480 481 # Create the parser. --> 482 parser = TextFileReader(filepath_or_buffer, **kwds) 483 484 if chunksize or iterator: /usr/local/lib/python3.7/dist-packages/pandas/io/parsers/readers.py in __init__(self, f, engine, **kwds) 809 self.options["has_index_names"] = kwds["has_index_names"] 810 --> 811 self._engine = self._make_engine(self.engine) 812 813 def close(self): /usr/local/lib/python3.7/dist-packages/pandas/io/parsers/readers.py in _make_engine(self, engine) 1038 ) 1039 # error: Too many arguments for "ParserBase" -> 1040 return mapping[engine](self.f, **self.options) # type: ignore[call-arg] 1041 1042 def _failover_to_python(self): /usr/local/lib/python3.7/dist-packages/pandas/io/parsers/c_parser_wrapper.py in __init__(self, src, **kwds) 49 50 # open handles ---> 51 self._open_handles(src, kwds) 52 assert self.handles is not None 53 /usr/local/lib/python3.7/dist-packages/pandas/io/parsers/base_parser.py in _open_handles(self, src, kwds) 227 memory_map=kwds.get("memory_map", False), 228 storage_options=kwds.get("storage_options", None), --> 229 errors=kwds.get("encoding_errors", "strict"), 230 ) 231 /usr/local/lib/python3.7/dist-packages/pandas/io/common.py in get_handle(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options) 705 encoding=ioargs.encoding, 706 errors=errors, --> 707 newline="", 708 ) 709 else: FileNotFoundError: [Errno 2] No such file or directory: 'Kaggle2/stage_2_train_labels.csv'
print('--'*10, 'First five rows of both dataframes (train_labels, class_info)', '--'*10)
print('Train labels dataframe:\n'); display(train_labels.head())
print('\nClass info dataframe:\n'); display(class_info.head())
-------------------- First five rows of both dataframes (train_labels, class_info) -------------------- Train labels dataframe:
| patientId | x | y | width | height | Target | |
|---|---|---|---|---|---|---|
| 0 | 0004cfab-14fd-4e49-80ba-63a80b6bddd6 | NaN | NaN | NaN | NaN | 0 |
| 1 | 00313ee0-9eaa-42f4-b0ab-c148ed3241cd | NaN | NaN | NaN | NaN | 0 |
| 2 | 00322d4d-1c29-4943-afc9-b6754be640eb | NaN | NaN | NaN | NaN | 0 |
| 3 | 003d8fa0-6bf1-40ed-b54c-ac657f8495c5 | NaN | NaN | NaN | NaN | 0 |
| 4 | 00436515-870c-4b36-a041-de91049b9ab4 | 264.0 | 152.0 | 213.0 | 379.0 | 1 |
Class info dataframe:
| patientId | class | |
|---|---|---|
| 0 | 0004cfab-14fd-4e49-80ba-63a80b6bddd6 | No Lung Opacity / Not Normal |
| 1 | 00313ee0-9eaa-42f4-b0ab-c148ed3241cd | No Lung Opacity / Not Normal |
| 2 | 00322d4d-1c29-4943-afc9-b6754be640eb | No Lung Opacity / Not Normal |
| 3 | 003d8fa0-6bf1-40ed-b54c-ac657f8495c5 | Normal |
| 4 | 00436515-870c-4b36-a041-de91049b9ab4 | Lung Opacity |
print('Numbers of nulls in bounding boxes columns are equal to the 0s we\'ve in Target column'); print('--'*40)
print('Checking nulls in bounding boxes columns: {}'.format(train_labels[['x', 'y', 'width', 'height']].isnull().sum().to_dict()))
print('Checking value counts for the targets: {}'.format(train_labels['Target'].value_counts().to_dict()))
Numbers of nulls in bounding boxes columns are equal to the 0s we've in Target column
--------------------------------------------------------------------------------
Checking nulls in bounding boxes columns: {'x': 20672, 'y': 20672, 'width': 20672, 'height': 20672}
Checking value counts for the targets: {0: 20672, 1: 9555}
print('Lets check the distribution of `Target` and `class` column'); print('--'*40)
fig = plt.figure(figsize = (10, 6))
ax = fig.add_subplot(121)
g = (train_labels['Target'].value_counts()
.plot(kind = 'pie', autopct = '%.0f%%',
labels = ['Negative', 'Pneumonia Evidence'],
colors = ['lightgray', 'orange'],
startangle = 90,
title = 'Distribution of Target', fontsize = 12)
.set_ylabel(''))
ax = fig.add_subplot(122)
g = (class_info['class'].value_counts().sort_index(ascending = False)
.plot(kind = 'pie', autopct = '%.0f%%',
colors = ['gainsboro', 'lightgray', 'orange'],
startangle = 90, title = 'Distribution of Class',
fontsize = 12)
.set_ylabel(''))
plt.tight_layout()
Lets check the distribution of `Target` and `class` column --------------------------------------------------------------------------------
print('Let\'s group by patient IDs and check number of bounding boxes for each unique patient ID');print('--'*40)
bboxes = train_labels.groupby('patientId').size().to_frame('number_of_boxes').reset_index()
train_labels = train_labels.merge(bboxes, on = 'patientId', how = 'left')
print('Number of unique patient IDs in the dataset: {}'.format(len(bboxes)))
print('\nNumber of patientIDs per bboxes in the dataset')
(bboxes.groupby('number_of_boxes')
.size()
.to_frame('number_of_patientIDs_per_boxes')
.reset_index()
.set_index('number_of_boxes')
.sort_values(by = 'number_of_boxes'))
Let's group by patient IDs and check number of bounding boxes for each unique patient ID -------------------------------------------------------------------------------- Number of unique patient IDs in the dataset: 26684 Number of patientIDs per bboxes in the dataset
| number_of_patientIDs_per_boxes | |
|---|---|
| number_of_boxes | |
| 1 | 23286 |
| 2 | 3266 |
| 3 | 119 |
| 4 | 13 |
print('Let\'s also check whether each patientId has only one type of class'); print('--'*40)
print('Yes, each patientId is associated with only {} class'.format(class_info.groupby(['patientId'])['class'].nunique().max()))
# Merge the two dataframes
train_class = pd.concat([train_labels, class_info['class']], axis = 1)
print('Shape of the dataset after the merge: {}'.format(train_class.shape))
Let's also check whether each patientId has only one type of class -------------------------------------------------------------------------------- Yes, each patientId is associated with only 1 class Shape of the dataset after the merge: (30227, 8)
train_class.head()
| patientId | x | y | width | height | Target | number_of_boxes | class | |
|---|---|---|---|---|---|---|---|---|
| 0 | 0004cfab-14fd-4e49-80ba-63a80b6bddd6 | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal |
| 1 | 00313ee0-9eaa-42f4-b0ab-c148ed3241cd | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal |
| 2 | 00322d4d-1c29-4943-afc9-b6754be640eb | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal |
| 3 | 003d8fa0-6bf1-40ed-b54c-ac657f8495c5 | NaN | NaN | NaN | NaN | 0 | 1 | Normal |
| 4 | 00436515-870c-4b36-a041-de91049b9ab4 | 264.0 | 152.0 | 213.0 | 379.0 | 1 | 2 | Lung Opacity |
Based on analysis above, some of the observations:
Images provided are stored in DICOM (.dcm) format which is an international standard to transmit, store, retrieve, print, process, and display medical imaging information. Digital Imaging and Communications in Medicine (DICOM) makes medical imaging information interoperable. We will make use of pydicom package here to read the images.
sample_patient_id = train_labels['patientId'][0]
dcm_file = TRAIN_IMAGES + '{}.dcm'.format(sample_patient_id)
dcm_data = dcm.read_file(dcm_file)
print(dcm_data)
Dataset.file_meta ------------------------------- (0002, 0000) File Meta Information Group Length UL: 202 (0002, 0001) File Meta Information Version OB: b'\x00\x01' (0002, 0002) Media Storage SOP Class UID UI: Secondary Capture Image Storage (0002, 0003) Media Storage SOP Instance UID UI: 1.2.276.0.7230010.3.1.4.8323329.28530.1517874485.775526 (0002, 0010) Transfer Syntax UID UI: JPEG Baseline (Process 1) (0002, 0012) Implementation Class UID UI: 1.2.276.0.7230010.3.0.3.6.0 (0002, 0013) Implementation Version Name SH: 'OFFIS_DCMTK_360' ------------------------------------------------- (0008, 0005) Specific Character Set CS: 'ISO_IR 100' (0008, 0016) SOP Class UID UI: Secondary Capture Image Storage (0008, 0018) SOP Instance UID UI: 1.2.276.0.7230010.3.1.4.8323329.28530.1517874485.775526 (0008, 0020) Study Date DA: '19010101' (0008, 0030) Study Time TM: '000000.00' (0008, 0050) Accession Number SH: '' (0008, 0060) Modality CS: 'CR' (0008, 0064) Conversion Type CS: 'WSD' (0008, 0090) Referring Physician's Name PN: '' (0008, 103e) Series Description LO: 'view: PA' (0010, 0010) Patient's Name PN: '0004cfab-14fd-4e49-80ba-63a80b6bddd6' (0010, 0020) Patient ID LO: '0004cfab-14fd-4e49-80ba-63a80b6bddd6' (0010, 0030) Patient's Birth Date DA: '' (0010, 0040) Patient's Sex CS: 'F' (0010, 1010) Patient's Age AS: '51' (0018, 0015) Body Part Examined CS: 'CHEST' (0018, 5101) View Position CS: 'PA' (0020, 000d) Study Instance UID UI: 1.2.276.0.7230010.3.1.2.8323329.28530.1517874485.775525 (0020, 000e) Series Instance UID UI: 1.2.276.0.7230010.3.1.3.8323329.28530.1517874485.775524 (0020, 0010) Study ID SH: '' (0020, 0011) Series Number IS: '1' (0020, 0013) Instance Number IS: '1' (0020, 0020) Patient Orientation CS: '' (0028, 0002) Samples per Pixel US: 1 (0028, 0004) Photometric Interpretation CS: 'MONOCHROME2' (0028, 0010) Rows US: 1024 (0028, 0011) Columns US: 1024 (0028, 0030) Pixel Spacing DS: [0.14300000000000002, 0.14300000000000002] (0028, 0100) Bits Allocated US: 8 (0028, 0101) Bits Stored US: 8 (0028, 0102) High Bit US: 7 (0028, 0103) Pixel Representation US: 0 (0028, 2110) Lossy Image Compression CS: '01' (0028, 2114) Lossy Image Compression Method CS: 'ISO_10918_1' (7fe0, 0010) Pixel Data OB: Array of 142006 elements
From the above sample we can see that dicom file contains some of the information that can be used for further analysis such as sex, age, body part examined (which should be mostly chest), view position and modality.
Above we identified some features from the dicom files that can explored/used, let's focus on the following analysis from the image files
To get the features from dicom image files, we will make use of function (get_tags).
print('Read the training images file names and path'); print('--'*40)
images = pd.DataFrame({'path': glob(os.path.join(TRAIN_IMAGES, '*.dcm'))})
images['patientId'] = images['path'].map(lambda x: os.path.splitext(os.path.basename(x))[0])
print('Number of images in the training folder: {}'.format(images.shape[0]))
print('Columns in the training images dataframe: {}'.format(list(images.columns)))
assert images.shape[0] == len(list(set(train_class['patientId']))), 'Number of training images should be equal to the unique patientIds we have'
Read the training images file names and path -------------------------------------------------------------------------------- Number of images in the training folder: 26684 Columns in the training images dataframe: ['path', 'patientId']
print('Merge path from the `images` dataframe with `train_class` dataframe'); print('--'*40)
train_class = train_class.merge(images, on = 'patientId', how = 'left')
print('Shape of the `train_class` dataframe after merge: {}'.format(train_class.shape))
del images
Merge path from the `images` dataframe with `train_class` dataframe -------------------------------------------------------------------------------- Shape of the `train_class` dataframe after merge: (30227, 9)
print('The training dataframe as of now stands as below : \n')
train_class.head()
The training dataframe as of now stands as below :
| patientId | x | y | width | height | Target | number_of_boxes | class | path | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 0004cfab-14fd-4e49-80ba-63a80b6bddd6 | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/0004cfab-... |
| 1 | 00313ee0-9eaa-42f4-b0ab-c148ed3241cd | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/00313ee0-... |
| 2 | 00322d4d-1c29-4943-afc9-b6754be640eb | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/00322d4d-... |
| 3 | 003d8fa0-6bf1-40ed-b54c-ac657f8495c5 | NaN | NaN | NaN | NaN | 0 | 1 | Normal | /content/Kaggle/stage_2_train_images/003d8fa0-... |
| 4 | 00436515-870c-4b36-a041-de91049b9ab4 | 264.0 | 152.0 | 213.0 | 379.0 | 1 | 2 | Lung Opacity | /content/Kaggle/stage_2_train_images/00436515-... |
columns_to_add = ['Modality', 'PatientAge', 'PatientSex', 'BodyPartExamined', 'ViewPosition', 'ConversionType', 'Rows', 'Columns', 'PixelSpacing']
def parse_dicom_data(data_df, data_path):
for col in columns_to_add:
data_df[col] = None
image_names = os.listdir(TRAIN_IMAGES)
for i, img_name in tqdm_notebook(enumerate(image_names)):
imagepath = os.path.join(TRAIN_IMAGES, img_name)
data_img = dcm.read_file(imagepath)
idx = (data_df['patientId'] == data_img.PatientID)
data_df.loc[idx, 'Modality'] = data_img.Modality
data_df.loc[idx, 'PatientAge'] = pd.to_numeric(data_img.PatientAge)
data_df.loc[idx, 'PatientSex'] = data_img.PatientSex
data_df.loc[idx, 'BodyPartExamined'] = data_img.BodyPartExamined
data_df.loc[idx, 'ViewPosition'] = data_img.ViewPosition
data_df.loc[idx, 'ConversionType'] = data_img.ConversionType
data_df.loc[idx, 'Rows'] = data_img.Rows
data_df.loc[idx, 'Columns'] = data_img.Columns
data_df.loc[idx, 'PixelSpacing'] = str.format("{:4.3f}", data_img.PixelSpacing[0])
parse_dicom_data(train_class, TRAIN_IMAGES)
print('So after parsing the information from the dicom images, our train_class dataframe has {} rows and {} columns and it looks like:\n'.format(train_class.shape[0], train_class.shape[1]))
train_class.head()
So after parsing the information from the dicom images, our train_class dataframe has 30227 rows and 18 columns and it looks like:
| patientId | x | y | width | height | Target | number_of_boxes | class | path | Modality | PatientAge | PatientSex | BodyPartExamined | ViewPosition | ConversionType | Rows | Columns | PixelSpacing | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0004cfab-14fd-4e49-80ba-63a80b6bddd6 | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/0004cfab-... | CR | 51 | F | CHEST | PA | WSD | 1024 | 1024 | 0.143 |
| 1 | 00313ee0-9eaa-42f4-b0ab-c148ed3241cd | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/00313ee0-... | CR | 48 | F | CHEST | PA | WSD | 1024 | 1024 | 0.194 |
| 2 | 00322d4d-1c29-4943-afc9-b6754be640eb | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/00322d4d-... | CR | 19 | M | CHEST | AP | WSD | 1024 | 1024 | 0.168 |
| 3 | 003d8fa0-6bf1-40ed-b54c-ac657f8495c5 | NaN | NaN | NaN | NaN | 0 | 1 | Normal | /content/Kaggle/stage_2_train_images/003d8fa0-... | CR | 28 | M | CHEST | PA | WSD | 1024 | 1024 | 0.143 |
| 4 | 00436515-870c-4b36-a041-de91049b9ab4 | 264.0 | 152.0 | 213.0 | 379.0 | 1 | 2 | Lung Opacity | /content/Kaggle/stage_2_train_images/00436515-... | CR | 32 | F | CHEST | AP | WSD | 1024 | 1024 | 0.139 |
As seen below, two View Positions are in the training dataset are AP (Anterior/Posterior) and PA (Posterior/Anterior). These type of X-rays are mostly used to obtain the front-view. Apart from front-view, a lateral image is usually taken to complement the front-view.
print('Get the distribution of `ViewPosition` overall and where Target = 1')
print('Overall the distribution is almost equal for `ViewPosition` but where there\'s a Pneumonia Evidence, `ViewPosition` is `AP`')
print('AP: Anterior/Posterior, PA: Posterior/Anterior'); print('--'*40)
fig = plt.figure(figsize = (10, 6))
ax = fig.add_subplot(121)
g = (train_class['ViewPosition'].value_counts()
.plot(kind = 'pie', autopct = '%.0f%%',
startangle = 90,
title = 'Distribution of ViewPosition, Overall',
fontsize = 12)
.set_ylabel(''))
ax = fig.add_subplot(122)
g = (train_class.loc[train_class['Target'] == 1, 'ViewPosition']
.value_counts().sort_index(ascending = False)
.plot(kind = 'pie', autopct = '%.0f%%',
startangle = 90, counterclock = False,
title = 'Distribution of ViewPosition, Pneumonia Evidence',
fontsize = 12)
.set_ylabel(''))
Get the distribution of `ViewPosition` overall and where Target = 1 Overall the distribution is almost equal for `ViewPosition` but where there's a Pneumonia Evidence, `ViewPosition` is `AP` AP: Anterior/Posterior, PA: Posterior/Anterior --------------------------------------------------------------------------------
Exploring the bounding boxes for both view positions
bboxes_scatter) function in the (eda).print('Plot x and y centers of bounding boxes'); print('--'*40)
# Creating a dataframe with columns for center of the rectangles
bboxes = train_class[train_class['Target'] == 1]
bboxes['xw'] = bboxes['x'] + bboxes['width'] / 2
bboxes['yh'] = bboxes['y'] + bboxes['height'] / 2
g = sns.jointplot(x = bboxes['xw'], y = bboxes['yh'], data = bboxes,
kind = 'hex', alpha = 0.5, size = 8)
plt.suptitle('Bounding Boxes Location, Pneumonia Evidence')
plt.tight_layout()
plt.subplots_adjust(top = 0.95)
plt.show()
Plot x and y centers of bounding boxes --------------------------------------------------------------------------------
def bboxes_scatter(data, color_point, color_window, text):
fig, ax = plt.subplots(1, 1, figsize = (7, 7))
plt.title('Plotting centers of Lung Opacity\n{}'.format(text))
data.plot.scatter(x = 'xw', y = 'yh', xlim = (0, 1024), ylim = (0, 1024), ax = ax, alpha = 0.8, marker = ".", color = color_point)
for i, crt_sample in data.iterrows():
ax.add_patch(Rectangle(xy = (crt_sample['x'], crt_sample['y']), width = crt_sample['width'], height = crt_sample['height'], alpha = 3.5e-3, color = color_window))
data_PA = bboxes[bboxes['ViewPosition'] == 'PA'].sample(1000)
data_AP = bboxes[bboxes['ViewPosition'] == 'AP'].sample(1000)
bboxes_scatter(data_PA, 'green', 'yellow', 'ViewPosition = PA')
print('--'*40)
bboxes_scatter(data_AP, 'blue', 'red', 'ViewPosition = AP')
--------------------------------------------------------------------------------
Above we saw,
BodyPartExamined is unique for all cases and is CHEST in the training dataset and that was also expected.Modality is CR i.e. Computer RadiographyViewPosition is almost equally distributed in the training dataset but for cases where Target=1, most of the view position are AP.print('Checking outliers in `PatientAge'); print('--'*40)
print('Minimum `PatientAge` in the training dataset: {}'.format(train_class['PatientAge'].min()))
print('Maximum `PatientAge` in the training dataset: {}'.format(train_class['PatientAge'].max()))
print('75th Percentile of `PatientAge` in the training dataset: {}'.format(train_class['PatientAge'].quantile(0.75)))
print('`PatientAge` in upper whisker for box plot: {}'.format(train_class['PatientAge'].quantile(0.75) + (train_class['PatientAge'].quantile(0.75) - train_class['PatientAge'].quantile(0.25))))
print()
fig = plt.figure(figsize = (10, 6))
ax = sns.boxplot(data = train_class['PatientAge'], orient = 'h').set_title('Outliers in PatientAge')
Checking outliers in `PatientAge -------------------------------------------------------------------------------- Minimum `PatientAge` in the training dataset: 1 Maximum `PatientAge` in the training dataset: 155 75th Percentile of `PatientAge` in the training dataset: 59.0 `PatientAge` in upper whisker for box plot: 84.0
We can make use of pd.clip() to trim value to a specified lower and upper threshold. So an upper threshold of 100 in PatientAge would mean those outlier values being converted to 100.
print('Using pd.clip to set upper threshold of 100 for age and remove outliers'); print('--'*40)
train_class['PatientAge'] = train_class['PatientAge'].clip(train_class['PatientAge'].min(), 100)
train_class['PatientAge'].describe().astype(int)
Using pd.clip to set upper threshold of 100 for age and remove outliers --------------------------------------------------------------------------------
count 30227 unique 93 top 58 freq 955 Name: PatientAge, dtype: int64
print('Get the distribution of `PatientAge` overall and where Target = 1'); print('--'*40)
fig = plt.figure(figsize = (10, 6))
ax = fig.add_subplot(121)
g = (sns.distplot(train_class['PatientAge'])
.set_title('Distribution of PatientAge, Overall'))
ax = fig.add_subplot(122)
g = (sns.distplot(train_class.loc[train_class['Target'] == 1, 'PatientAge'])
.set_title('Distribution of PatientAge, Pneumonia Evidence'))
Get the distribution of `PatientAge` overall and where Target = 1 --------------------------------------------------------------------------------
Using Binning Method for PatientAge feature
We'll make use of a pd.cut which is 'Bin values into discrete intervals'. Use of this method is recommended when need is to segment and sort data values into bins. This function is also useful for going from a continuous variable to a categorical variable. Supports binning into an equal number of bins, or a pre-specified array of bins.
print('Creating Age Binning field', '--'*40)
train_class['AgeBins'] = pd.cut(train_class['PatientAge'], bins = 4, precision = 0, labels = ['<=26', '<=50', '<=75', '<=100'])
train_class['AgeBins'].value_counts()
Creating Age Binning field --------------------------------------------------------------------------------
<=75 13318 <=50 12157 <=26 3972 <=100 780 Name: AgeBins, dtype: int64
print('Value counts of the age bin field created'); print('--'*40)
display(pd.concat([train_class['AgeBins'].value_counts().sort_index().rename('Counts of Age Bins, Overall'),
train_class.loc[train_class['Target'] == 1, 'AgeBins'].value_counts().sort_index().rename('Counts of Age Bins, Target=1')], axis = 1))
print()
f, (ax1, ax2) = plt.subplots(1, 2, figsize = (10, 6))
g = sns.countplot(x = train_class['AgeBins'], ax = ax1).set_title('Count Plot of Age Bins, Overall')
g = sns.countplot(x = train_class.loc[train_class['Target'] == 1, 'AgeBins'], ax = ax2).set_title('Count Plot of Age Bins, Pneumonia Evidence')
plt.tight_layout()
Value counts of the age bin field created --------------------------------------------------------------------------------
| Counts of Age Bins, Overall | Counts of Age Bins, Target=1 | |
|---|---|---|
| <=26 | 3972 | 1478 |
| <=50 | 12157 | 3917 |
| <=75 | 13318 | 3895 |
| <=100 | 780 | 265 |
print('Conversion Type for the data in Training Data: ', train_class['ConversionType'].unique()[0])
Conversion Type for the data in Training Data: WSD
def drawgraphs(data_file, columns, hue = False, width = 15, showdistribution = True):
if (hue):
print('Creating graph for: {} and {}'.format(columns, hue))
else:
print('Creating graph for : {}'.format(columns))
length = len(columns) * 6
total = float(len(data_file))
fig, axes = plt.subplots(nrows = len(columns) if len(columns) > 1 else 1, ncols = 1, figsize = (width, length))
for index, content in enumerate(columns):
plt.title(content)
currentaxes = 0
if (len(columns) > 1):
currentaxes = axes[index]
else:
currentaxes = axes
if (hue):
sns.countplot(x = columns[index], data = data_file, ax = currentaxes, hue = hue)
else:
sns.countplot(x = columns[index], data = data_file, ax = currentaxes)
if(showdistribution):
for p in (currentaxes.patches):
height = p.get_height()
if (height > 0 and total > 0):
currentaxes.text(p.get_x() + p.get_width()/2., height + 3, '{:1.2f}%'.format(100*height/total), ha = "center")
drawgraphs(data_file = train_class, columns = ['PatientSex'], hue = False, width = 20, showdistribution = True)
Creating graph for : ['PatientSex']
drawgraphs(data_file = train_class, columns = ['PatientSex'], hue = 'class', width = 20, showdistribution = True)
Creating graph for: ['PatientSex'] and class
drawgraphs(data_file = train_class, columns = ['PatientSex'], hue = 'Target', width = 20, showdistribution = True)
Creating graph for: ['PatientSex'] and Target
data_male = bboxes[bboxes['PatientSex'] == 'M'].sample(1000)
data_female = bboxes[bboxes['PatientSex'] == 'F'].sample(1000)
bboxes_scatter(data_male, "darkblue", "blue", "Patients Sex: Male")
bboxes_scatter(data_female, "red", "magenta", "Patients Sex: Female")
print('The minimum and maximum recorded age of the patients are {} and {} respectively.'.format(train_class['PatientAge'].min(), train_class['PatientAge'].max()))
The minimum and maximum recorded age of the patients are 1 and 100 respectively.
age_25 = np.percentile(train_class['PatientAge'], 25)
age_75 = np.percentile(train_class['PatientAge'], 75)
iqr_age = age_75 - age_25
cutoff_age = 1.5 * iqr_age
low_lim_age = age_25 - cutoff_age
upp_lim_age = age_75 + cutoff_age
outlier_age = [x for x in train_class['PatientAge'] if x < low_lim_age or x > upp_lim_age]
print('The number of outliers in `PatientAge` out of 30277 records are: ', len(outlier_age))
print('\nThe ages which are in the outlier categories are:', outlier_age)
fig = plt.figure(figsize = (10, 6))
sns.boxplot(train_class['PatientAge'], orient = 'h').set_title('Outliers in PatientAge')
The number of outliers in `PatientAge` out of 30277 records are: 5 The ages which are in the outlier categories are: [100, 100, 100, 100, 100]
Text(0.5, 1.0, 'Outliers in PatientAge')
drawgraphs(data_file = train_class, columns = ['PatientAge'], width = 20, showdistribution = True)
Creating graph for : ['PatientAge']
print('Removing the outliers from `PatientAge`')
train_class['PatientAge'] = train_class['PatientAge'].clip(train_class['PatientAge'].min(), 100)
train_class['PatientAge'].describe().astype(int)
Removing the outliers from `PatientAge`
count 30227 unique 93 top 58 freq 955 Name: PatientAge, dtype: int64
print('Distribution of `PatientAge`: Overall and Target = 1')
fig = plt.figure(figsize = (10, 6))
ax = fig.add_subplot(121)
g = (sns.distplot(train_class['PatientAge']).set_title('Distribution of PatientAge'))
ax = fig.add_subplot(122)
g = (sns.distplot(train_class.loc[train_class['Target'] == 1, 'PatientAge']).set_title('Distribution of PatientAge vs PnuemoniaEvidence'))
Distribution of `PatientAge`: Overall and Target = 1
custom_array = np.linspace(0, 100, 11)
train_class['PatientAgeBins'] = pd.cut(train_class['PatientAge'], custom_array)
train_class['PatientAgeBins'].value_counts()
(50.0, 60.0] 7446 (40.0, 50.0] 5671 (60.0, 70.0] 4730 (30.0, 40.0] 4551 (20.0, 30.0] 3704 (10.0, 20.0] 1688 (70.0, 80.0] 1637 (0.0, 10.0] 515 (80.0, 90.0] 275 (90.0, 100.0] 10 Name: PatientAgeBins, dtype: int64
print('After adding the bin column, the dataset turns out to be:\n')
train_class.head()
After adding the bin column, the dataset turns out to be:
| patientId | x | y | width | height | Target | number_of_boxes | class | path | Modality | PatientAge | PatientSex | BodyPartExamined | ViewPosition | ConversionType | Rows | Columns | PixelSpacing | AgeBins | PatientAgeBins | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0004cfab-14fd-4e49-80ba-63a80b6bddd6 | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/0004cfab-... | CR | 51 | F | CHEST | PA | WSD | 1024 | 1024 | 0.143 | <=75 | (50.0, 60.0] |
| 1 | 00313ee0-9eaa-42f4-b0ab-c148ed3241cd | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/00313ee0-... | CR | 48 | F | CHEST | PA | WSD | 1024 | 1024 | 0.194 | <=50 | (40.0, 50.0] |
| 2 | 00322d4d-1c29-4943-afc9-b6754be640eb | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/00322d4d-... | CR | 19 | M | CHEST | AP | WSD | 1024 | 1024 | 0.168 | <=26 | (10.0, 20.0] |
| 3 | 003d8fa0-6bf1-40ed-b54c-ac657f8495c5 | NaN | NaN | NaN | NaN | 0 | 1 | Normal | /content/Kaggle/stage_2_train_images/003d8fa0-... | CR | 28 | M | CHEST | PA | WSD | 1024 | 1024 | 0.143 | <=50 | (20.0, 30.0] |
| 4 | 00436515-870c-4b36-a041-de91049b9ab4 | 264.0 | 152.0 | 213.0 | 379.0 | 1 | 2 | Lung Opacity | /content/Kaggle/stage_2_train_images/00436515-... | CR | 32 | F | CHEST | AP | WSD | 1024 | 1024 | 0.139 | <=50 | (30.0, 40.0] |
drawgraphs(data_file = train_class, columns = ['PatientAgeBins'], width = 20, showdistribution = True)
Creating graph for : ['PatientAgeBins']
drawgraphs(data_file = train_class, columns = ['PatientAgeBins'], hue = 'PatientSex', width = 20, showdistribution = True)
Creating graph for: ['PatientAgeBins'] and PatientSex
drawgraphs(data_file = train_class, columns = ['PatientAgeBins'], hue = 'class', width = 20, showdistribution = True)
Creating graph for: ['PatientAgeBins'] and class
drawgraphs(data_file = train_class, columns = ['PatientAgeBins'], hue = 'Target', width = 20, showdistribution = True)
Creating graph for: ['PatientAgeBins'] and Target
data_age_19 = bboxes[bboxes['PatientAge'] < 20]
data_age_20_34 = bboxes[(bboxes['PatientAge'] >= 20) & (bboxes['PatientAge'] < 35)]
data_age_35_49 = bboxes[(bboxes['PatientAge'] >= 35) & (bboxes['PatientAge'] < 50)]
data_age_50_64 = bboxes[(bboxes['PatientAge'] >= 50) & (bboxes['PatientAge'] < 65)]
data_age_65 = bboxes[bboxes['PatientAge'] >= 65]
bboxes_scatter(data_age_19,'blue', 'red', 'Patient Age: 1-19 years')
bboxes_scatter(data_age_20_34, 'blue', 'red', 'Patient Age: 20-34 years')
bboxes_scatter(data_age_35_49, 'blue', 'red', 'Patient Age: 35-49 years')
bboxes_scatter(data_age_50_64, 'blue', 'red', 'Patient Age: 50-64 years')
bboxes_scatter(data_age_65, 'blue', 'red', 'Patient Age: 65+ years')
def show_dicom_images(data, df, img_path):
img_data = list(data.T.to_dict().values())
f, ax = plt.subplots(3, 3, figsize = (16, 18))
for i, row in enumerate(img_data):
image = row['patientId'] + '.dcm'
path = os.path.join(img_path, image)
data = dcm.read_file(path)
rows = df[df['patientId'] == row['patientId']]
age = rows.PatientAge.unique().tolist()[0]
sex = data.PatientSex
part = data.BodyPartExamined
vp = data.ViewPosition
modality = data.Modality
data_img = dcm.dcmread(path)
ax[i//3, i%3].imshow(data_img.pixel_array, cmap = plt.cm.bone)
ax[i//3, i%3].axis('off')
ax[i//3, i%3].set_title('ID: {}\nAge: {}, Sex: {}, Part: {}, VP: {}, Modality: {}\nTarget: {}, Class: {}\nWindow: {}:{}:{}:{}'\
.format(row['patientId'], age, sex, part,
vp, modality, row['Target'],
row['class'], row['x'],
row['y'], row['width'],
row['height']))
box_data = list(rows.T.to_dict().values())
for j, row in enumerate(box_data):
ax[i//3, i%3].add_patch(Rectangle(xy = (row['x'], row['y']),
width = row['width'], height = row['height'],
color = 'blue', alpha = 0.15))
plt.show()
show_dicom_images(data = train_class.loc[(train_class['Target'] == 0)].sample(9),
df = train_class, img_path = TRAIN_IMAGES)
show_dicom_images(data = train_class.loc[(train_class['Target'] == 1)].sample(9),
df = train_class, img_path = TRAIN_IMAGES)
Above we saw,
PatientAge we saw the distribution for both overall and where there were evidence of Pneumonia. Used binning to check the count of age bins.Only
PatientAge,PatientSexandViewPositionare useful features from metadata.
Dropping the other features from train_class dataframe and save that as a pickle file
train_class.drop(['BodyPartExamined', 'Modality', 'AgeBins'], inplace = True, axis = 1)
train_class.to_pickle(OUTPUT_DIR + 'train_class_features.pkl')
display(train_class.shape, train_class.head())
(30227, 17)
| patientId | x | y | width | height | Target | number_of_boxes | class | path | PatientAge | PatientSex | ViewPosition | ConversionType | Rows | Columns | PixelSpacing | PatientAgeBins | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0004cfab-14fd-4e49-80ba-63a80b6bddd6 | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/0004cfab-... | 51 | F | PA | WSD | 1024 | 1024 | 0.143 | (50.0, 60.0] |
| 1 | 00313ee0-9eaa-42f4-b0ab-c148ed3241cd | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/00313ee0-... | 48 | F | PA | WSD | 1024 | 1024 | 0.194 | (40.0, 50.0] |
| 2 | 00322d4d-1c29-4943-afc9-b6754be640eb | NaN | NaN | NaN | NaN | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/00322d4d-... | 19 | M | AP | WSD | 1024 | 1024 | 0.168 | (10.0, 20.0] |
| 3 | 003d8fa0-6bf1-40ed-b54c-ac657f8495c5 | NaN | NaN | NaN | NaN | 0 | 1 | Normal | /content/Kaggle/stage_2_train_images/003d8fa0-... | 28 | M | PA | WSD | 1024 | 1024 | 0.143 | (20.0, 30.0] |
| 4 | 00436515-870c-4b36-a041-de91049b9ab4 | 264.0 | 152.0 | 213.0 | 379.0 | 1 | 2 | Lung Opacity | /content/Kaggle/stage_2_train_images/00436515-... | 32 | F | AP | WSD | 1024 | 1024 | 0.139 | (30.0, 40.0] |
Checking some random samples as below:
Now, we will make use of custom module (eda) and function (plot_dicom_images) already imported earlier to visualize the images.
print('Checking sample for different classes')
sample1 = train_class.loc[train_class['class'] == 'Normal'].iloc[0]
sample2 = train_class.loc[train_class['class'] == 'No Lung Opacity / Not Normal'].iloc[0]
sample3 = train_class.loc[train_class['class'] == 'Lung Opacity'].iloc[1]
ds1 = dcm.dcmread(sample1['path'])
ds2 = dcm.dcmread(sample2['path'])
ds3 = dcm.dcmread(sample3['path'])
f, ((ax1, ax2, ax3)) = plt.subplots(1, 3, figsize = (15, 8))
ax1.imshow(ds1.pixel_array, cmap = plt.cm.bone)
ax1.set_title('Class = Normal')
ax1.axis('off')
ax2.imshow(ds2.pixel_array, cmap = plt.cm.bone)
ax2.set_title('Class = No Lung Opacity / Not Normal')
ax2.axis('off')
ax3.imshow(ds3.pixel_array, cmap = plt.cm.bone)
ax3.set_title('Class = Lung Opacity')
ax3.axis('off')
plt.show()
Checking sample for different classes
sample4 = train_class.loc[(train_class['ViewPosition'] == 'AP')].iloc[0]
sample5 = train_class.loc[(train_class['ViewPosition'] == 'PA')].iloc[0]
ds4 = dcm.dcmread(sample4['path'])
ds5 = dcm.dcmread(sample5['path'])
f, ((ax1, ax2)) = plt.subplots(1, 2, figsize = (15, 8))
ax1.imshow(ds4.pixel_array, cmap = plt.cm.bone)
ax1.set_title('View Position = AP')
ax1.axis('off')
ax2.imshow(ds5.pixel_array, cmap = plt.cm.bone)
ax2.set_title('View Position = PA')
ax2.axis('off')
plt.show()
train_class.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 30227 entries, 0 to 30226 Data columns (total 17 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 patientId 30227 non-null object 1 x 9555 non-null float64 2 y 9555 non-null float64 3 width 9555 non-null float64 4 height 9555 non-null float64 5 Target 30227 non-null int64 6 number_of_boxes 30227 non-null int64 7 class 30227 non-null object 8 path 30227 non-null object 9 PatientAge 30227 non-null object 10 PatientSex 30227 non-null object 11 ViewPosition 30227 non-null object 12 ConversionType 30227 non-null object 13 Rows 30227 non-null object 14 Columns 30227 non-null object 15 PixelSpacing 30227 non-null object 16 PatientAgeBins 30227 non-null category dtypes: category(1), float64(4), int64(2), object(10) memory usage: 5.0+ MB
#train_class.fillna(0, inplace=True)
train_class.x.fillna(value=0, inplace=True)
train_class.y.fillna(value=0, inplace=True)
train_class.width.fillna(value=0, inplace=True)
train_class.height.fillna(value=0, inplace=True)
import cv2
import tensorflow as tf
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split
import seaborn as sns
import pydicom as dcm
from keras.preprocessing.image import ImageDataGenerator, load_img
from tensorflow.keras.layers import Layer, Convolution2D, Flatten, Dense
from tensorflow.keras.layers import Concatenate, UpSampling2D, Conv2D, Reshape, GlobalAveragePooling2D
from tensorflow.keras.models import Model
from tensorflow.keras.applications.mobilenet import MobileNet
from tensorflow.keras.applications.mobilenet import preprocess_input
import tensorflow.keras.utils as pltUtil
from tensorflow.keras.utils import Sequence
import math
import keras
import gc
from tqdm import tqdm
from tensorflow.keras.layers import Conv2D, MaxPooling2D,GlobalAveragePooling2D, Flatten, Dense, Dropout, BatchNormalization
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.models import Model, load_model
train_images_dir = DATA_DIR + '/stage_2_train_images/'
train_images = [f for f in os.listdir(train_images_dir) if os.path.isfile(os.path.join(train_images_dir, f))]
test_images_dir = DATA_DIR + '/stage_2_test_images/'
test_images = [f for f in os.listdir(test_images_dir) if os.path.isfile(os.path.join(test_images_dir, f))]
print('5 Training images', train_images[:5]) # Print the first 5
5 Training images ['cf6e0985-634a-4ad3-a0b1-703c6d840547.dcm', 'f4d19ea8-6752-459d-aaa3-3a27bd9e6f86.dcm', '3f30761d-5615-4039-a155-0fd26f461742.dcm', '56224d10-e854-4563-abbb-ed952fab26ed.dcm', '5fb64e85-62ef-4852-8ad1-f799015c8cc3.dcm']
print('Number of train images:', len(train_images))
print('Number of test images:', len(test_images))
Number of train images: 26684 Number of test images: 3000
MobileNet
total1 = train_class.head(6000)
#we are sampling only 6000 training files to test the preliminary model...
class_train, class_val = train_test_split(total1, test_size=0.20, random_state=42, stratify=total1['class'])
IMAGE_SIZE = 1024
ADJUSTED_IMAGE_SIZE=224
MASK_IMAGE_SIZE = 28
FACTOR = MASK_IMAGE_SIZE/IMAGE_SIZE
X_feature_tr = []
y_feature_target_tr = []
y_feature_coordinates_tr = []
from PIL import Image
train_images_dir = DATA_DIR + '/stage_2_train_images/'
def create_mask(datafm):
X = []
y=[]
masks = np.zeros((int(datafm.shape[0]), MASK_IMAGE_SIZE, MASK_IMAGE_SIZE))
for index, patient_id in enumerate(datafm['patientId'].T.to_dict().values()):
image_path = train_images_dir+patient_id+".dcm"
img = dcm.read_file(image_path)
img = img.pixel_array
img = cv2.resize(img, (ADJUSTED_IMAGE_SIZE, ADJUSTED_IMAGE_SIZE), interpolation=cv2.INTER_NEAREST)
img = Image.fromarray(img)
img = img.convert('RGB')
img = preprocess_input(np.array(img, dtype=np.float32))
X.append(img)
rows = train_class[train_class['patientId']==patient_id]
y.append(rows['Target'].values[0])
row_data = list(rows.T.to_dict().values())
for row in row_data:
x1 = int(row['x']*FACTOR)
x2 = int((row['x']*FACTOR)+(row['width']*FACTOR))
y1 = int(row['y']*FACTOR)
y2 = int((row['y']*FACTOR)+(row['height']*FACTOR))
masks[index][y1:y2, x1:x2] = 1
del img,row,row_data
gc.collect()
X=np.array(X)
y=np.array(y)
return X, y, masks
X_train, y_tr_target, y_train = create_mask(class_train)
X_val, y_val_target, y_val = create_mask(class_val)
ALPHA = 1
#this function will creat U-net model
def create_model(trainable=True):
model = MobileNet(input_shape=(224, 224, 3), include_top=False, alpha=ALPHA, weights="imagenet")
for layer in model.layers:
layer.trainable = trainable
block1 = model.get_layer("conv_pw_5_relu").output
block2 = model.get_layer("conv_pw_11_relu").output
block3 = model.get_layer("conv_pw_13_relu").output
x = Concatenate()([UpSampling2D()(block3), block2])
x = Concatenate()([UpSampling2D()(x), block1])
x = Conv2D(1, kernel_size=1, activation="sigmoid")(x)
x = Reshape((28, 28))(x)
return Model(inputs=model.input, outputs=x)
model = create_model(False)
model.summary()
Model: "model"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) [(None, 224, 224, 3 0 []
)]
conv1 (Conv2D) (None, 112, 112, 32 864 ['input_1[0][0]']
)
conv1_bn (BatchNormalization) (None, 112, 112, 32 128 ['conv1[0][0]']
)
conv1_relu (ReLU) (None, 112, 112, 32 0 ['conv1_bn[0][0]']
)
conv_dw_1 (DepthwiseConv2D) (None, 112, 112, 32 288 ['conv1_relu[0][0]']
)
conv_dw_1_bn (BatchNormalizati (None, 112, 112, 32 128 ['conv_dw_1[0][0]']
on) )
conv_dw_1_relu (ReLU) (None, 112, 112, 32 0 ['conv_dw_1_bn[0][0]']
)
conv_pw_1 (Conv2D) (None, 112, 112, 64 2048 ['conv_dw_1_relu[0][0]']
)
conv_pw_1_bn (BatchNormalizati (None, 112, 112, 64 256 ['conv_pw_1[0][0]']
on) )
conv_pw_1_relu (ReLU) (None, 112, 112, 64 0 ['conv_pw_1_bn[0][0]']
)
conv_pad_2 (ZeroPadding2D) (None, 113, 113, 64 0 ['conv_pw_1_relu[0][0]']
)
conv_dw_2 (DepthwiseConv2D) (None, 56, 56, 64) 576 ['conv_pad_2[0][0]']
conv_dw_2_bn (BatchNormalizati (None, 56, 56, 64) 256 ['conv_dw_2[0][0]']
on)
conv_dw_2_relu (ReLU) (None, 56, 56, 64) 0 ['conv_dw_2_bn[0][0]']
conv_pw_2 (Conv2D) (None, 56, 56, 128) 8192 ['conv_dw_2_relu[0][0]']
conv_pw_2_bn (BatchNormalizati (None, 56, 56, 128) 512 ['conv_pw_2[0][0]']
on)
conv_pw_2_relu (ReLU) (None, 56, 56, 128) 0 ['conv_pw_2_bn[0][0]']
conv_dw_3 (DepthwiseConv2D) (None, 56, 56, 128) 1152 ['conv_pw_2_relu[0][0]']
conv_dw_3_bn (BatchNormalizati (None, 56, 56, 128) 512 ['conv_dw_3[0][0]']
on)
conv_dw_3_relu (ReLU) (None, 56, 56, 128) 0 ['conv_dw_3_bn[0][0]']
conv_pw_3 (Conv2D) (None, 56, 56, 128) 16384 ['conv_dw_3_relu[0][0]']
conv_pw_3_bn (BatchNormalizati (None, 56, 56, 128) 512 ['conv_pw_3[0][0]']
on)
conv_pw_3_relu (ReLU) (None, 56, 56, 128) 0 ['conv_pw_3_bn[0][0]']
conv_pad_4 (ZeroPadding2D) (None, 57, 57, 128) 0 ['conv_pw_3_relu[0][0]']
conv_dw_4 (DepthwiseConv2D) (None, 28, 28, 128) 1152 ['conv_pad_4[0][0]']
conv_dw_4_bn (BatchNormalizati (None, 28, 28, 128) 512 ['conv_dw_4[0][0]']
on)
conv_dw_4_relu (ReLU) (None, 28, 28, 128) 0 ['conv_dw_4_bn[0][0]']
conv_pw_4 (Conv2D) (None, 28, 28, 256) 32768 ['conv_dw_4_relu[0][0]']
conv_pw_4_bn (BatchNormalizati (None, 28, 28, 256) 1024 ['conv_pw_4[0][0]']
on)
conv_pw_4_relu (ReLU) (None, 28, 28, 256) 0 ['conv_pw_4_bn[0][0]']
conv_dw_5 (DepthwiseConv2D) (None, 28, 28, 256) 2304 ['conv_pw_4_relu[0][0]']
conv_dw_5_bn (BatchNormalizati (None, 28, 28, 256) 1024 ['conv_dw_5[0][0]']
on)
conv_dw_5_relu (ReLU) (None, 28, 28, 256) 0 ['conv_dw_5_bn[0][0]']
conv_pw_5 (Conv2D) (None, 28, 28, 256) 65536 ['conv_dw_5_relu[0][0]']
conv_pw_5_bn (BatchNormalizati (None, 28, 28, 256) 1024 ['conv_pw_5[0][0]']
on)
conv_pw_5_relu (ReLU) (None, 28, 28, 256) 0 ['conv_pw_5_bn[0][0]']
conv_pad_6 (ZeroPadding2D) (None, 29, 29, 256) 0 ['conv_pw_5_relu[0][0]']
conv_dw_6 (DepthwiseConv2D) (None, 14, 14, 256) 2304 ['conv_pad_6[0][0]']
conv_dw_6_bn (BatchNormalizati (None, 14, 14, 256) 1024 ['conv_dw_6[0][0]']
on)
conv_dw_6_relu (ReLU) (None, 14, 14, 256) 0 ['conv_dw_6_bn[0][0]']
conv_pw_6 (Conv2D) (None, 14, 14, 512) 131072 ['conv_dw_6_relu[0][0]']
conv_pw_6_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_pw_6[0][0]']
on)
conv_pw_6_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_6_bn[0][0]']
conv_dw_7 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_6_relu[0][0]']
conv_dw_7_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_dw_7[0][0]']
on)
conv_dw_7_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_7_bn[0][0]']
conv_pw_7 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_7_relu[0][0]']
conv_pw_7_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_pw_7[0][0]']
on)
conv_pw_7_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_7_bn[0][0]']
conv_dw_8 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_7_relu[0][0]']
conv_dw_8_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_dw_8[0][0]']
on)
conv_dw_8_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_8_bn[0][0]']
conv_pw_8 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_8_relu[0][0]']
conv_pw_8_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_pw_8[0][0]']
on)
conv_pw_8_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_8_bn[0][0]']
conv_dw_9 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_8_relu[0][0]']
conv_dw_9_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_dw_9[0][0]']
on)
conv_dw_9_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_9_bn[0][0]']
conv_pw_9 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_9_relu[0][0]']
conv_pw_9_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_pw_9[0][0]']
on)
conv_pw_9_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_9_bn[0][0]']
conv_dw_10 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_9_relu[0][0]']
conv_dw_10_bn (BatchNormalizat (None, 14, 14, 512) 2048 ['conv_dw_10[0][0]']
ion)
conv_dw_10_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_10_bn[0][0]']
conv_pw_10 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_10_relu[0][0]']
conv_pw_10_bn (BatchNormalizat (None, 14, 14, 512) 2048 ['conv_pw_10[0][0]']
ion)
conv_pw_10_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_10_bn[0][0]']
conv_dw_11 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_10_relu[0][0]']
conv_dw_11_bn (BatchNormalizat (None, 14, 14, 512) 2048 ['conv_dw_11[0][0]']
ion)
conv_dw_11_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_11_bn[0][0]']
conv_pw_11 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_11_relu[0][0]']
conv_pw_11_bn (BatchNormalizat (None, 14, 14, 512) 2048 ['conv_pw_11[0][0]']
ion)
conv_pw_11_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_11_bn[0][0]']
conv_pad_12 (ZeroPadding2D) (None, 15, 15, 512) 0 ['conv_pw_11_relu[0][0]']
conv_dw_12 (DepthwiseConv2D) (None, 7, 7, 512) 4608 ['conv_pad_12[0][0]']
conv_dw_12_bn (BatchNormalizat (None, 7, 7, 512) 2048 ['conv_dw_12[0][0]']
ion)
conv_dw_12_relu (ReLU) (None, 7, 7, 512) 0 ['conv_dw_12_bn[0][0]']
conv_pw_12 (Conv2D) (None, 7, 7, 1024) 524288 ['conv_dw_12_relu[0][0]']
conv_pw_12_bn (BatchNormalizat (None, 7, 7, 1024) 4096 ['conv_pw_12[0][0]']
ion)
conv_pw_12_relu (ReLU) (None, 7, 7, 1024) 0 ['conv_pw_12_bn[0][0]']
conv_dw_13 (DepthwiseConv2D) (None, 7, 7, 1024) 9216 ['conv_pw_12_relu[0][0]']
conv_dw_13_bn (BatchNormalizat (None, 7, 7, 1024) 4096 ['conv_dw_13[0][0]']
ion)
conv_dw_13_relu (ReLU) (None, 7, 7, 1024) 0 ['conv_dw_13_bn[0][0]']
conv_pw_13 (Conv2D) (None, 7, 7, 1024) 1048576 ['conv_dw_13_relu[0][0]']
conv_pw_13_bn (BatchNormalizat (None, 7, 7, 1024) 4096 ['conv_pw_13[0][0]']
ion)
conv_pw_13_relu (ReLU) (None, 7, 7, 1024) 0 ['conv_pw_13_bn[0][0]']
up_sampling2d (UpSampling2D) (None, 14, 14, 1024 0 ['conv_pw_13_relu[0][0]']
)
concatenate (Concatenate) (None, 14, 14, 1536 0 ['up_sampling2d[0][0]',
) 'conv_pw_11_relu[0][0]']
up_sampling2d_1 (UpSampling2D) (None, 28, 28, 1536 0 ['concatenate[0][0]']
)
concatenate_1 (Concatenate) (None, 28, 28, 1792 0 ['up_sampling2d_1[0][0]',
) 'conv_pw_5_relu[0][0]']
conv2d (Conv2D) (None, 28, 28, 1) 1793 ['concatenate_1[0][0]']
reshape (Reshape) (None, 28, 28) 0 ['conv2d[0][0]']
==================================================================================================
Total params: 3,230,657
Trainable params: 1,793
Non-trainable params: 3,228,864
__________________________________________________________________________________________________
print(X_train.shape)
print(y_train.shape)
print(X_val.shape)
print(y_val.shape)
(4800, 224, 224, 3) (4800, 28, 28) (1200, 224, 224, 3) (1200, 28, 28)
def dice_coefficient(y_true, y_pred):
numerator = 2 * tensorflow.reduce_sum(y_true * y_pred)
denominator = tensorflow.reduce_sum(y_true + y_pred)
return numerator / (denominator + tensorflow.keras.backend.epsilon())
def loss(y_true, y_pred):
return binary_crossentropy(y_true, y_pred) - tensorflow.keras.backend.log(dice_coefficient(y_true, y_pred) + tensorflow.keras.backend.epsilon())
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.losses import binary_crossentropy
optimizer = Adam(lr=1e-2, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0, amsgrad=False)
model.compile(loss=loss, optimizer=optimizer, metrics=[dice_coefficient])
from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau
checkpoint = ModelCheckpoint("model-{val_loss:.2f}.h5", monitor="val_loss", verbose=1, save_best_only=True, save_weights_only=True)
stop = EarlyStopping(monitor="val_loss", patience=2)
reduce_lr = ReduceLROnPlateau(monitor="val_loss", factor=0.2, patience=2, min_lr=1e-6, verbose=1)
import gc
gc.collect()
493
import tensorflow
model.fit(X_train, y_train, validation_data = (X_val, y_val), epochs=8, batch_size=12, verbose=1, callbacks=[checkpoint, stop, reduce_lr])
Epoch 1/8 397/400 [============================>.] - ETA: 0s - loss: 1.1238 - dice_coefficient: 0.4605 Epoch 1: val_loss improved from inf to 1.09439, saving model to model-1.09.h5 400/400 [==============================] - 14s 22ms/step - loss: 1.1224 - dice_coefficient: 0.4610 - val_loss: 1.0944 - val_dice_coefficient: 0.4615 - lr: 0.0100 Epoch 2/8 397/400 [============================>.] - ETA: 0s - loss: 1.0247 - dice_coefficient: 0.5015 Epoch 2: val_loss did not improve from 1.09439 400/400 [==============================] - 7s 17ms/step - loss: 1.0238 - dice_coefficient: 0.5020 - val_loss: 1.1328 - val_dice_coefficient: 0.4926 - lr: 0.0100 Epoch 3/8 397/400 [============================>.] - ETA: 0s - loss: 1.0176 - dice_coefficient: 0.5120 Epoch 3: val_loss improved from 1.09439 to 1.00113, saving model to model-1.00.h5 400/400 [==============================] - 7s 18ms/step - loss: 1.0168 - dice_coefficient: 0.5124 - val_loss: 1.0011 - val_dice_coefficient: 0.5055 - lr: 0.0100 Epoch 4/8 397/400 [============================>.] - ETA: 0s - loss: 1.2786 - dice_coefficient: 0.4887 Epoch 4: val_loss did not improve from 1.00113 400/400 [==============================] - 7s 17ms/step - loss: 1.2754 - dice_coefficient: 0.4893 - val_loss: 1.0941 - val_dice_coefficient: 0.5030 - lr: 0.0100 Epoch 5/8 397/400 [============================>.] - ETA: 0s - loss: 1.0735 - dice_coefficient: 0.5207 Epoch 5: val_loss did not improve from 1.00113 Epoch 5: ReduceLROnPlateau reducing learning rate to 0.0019999999552965165. 400/400 [==============================] - 7s 17ms/step - loss: 1.0724 - dice_coefficient: 0.5208 - val_loss: 1.0123 - val_dice_coefficient: 0.5221 - lr: 0.0100
<keras.callbacks.History at 0x7fd0a0086dd0>
mask_predicated = model.predict(X_val)
YOLO5
!pip install pillow
Requirement already satisfied: pillow in /usr/local/lib/python3.7/dist-packages (7.1.2) WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv
print(f'Current working directory: {os.getcwd()}')
Current working directory: /content/Kaggle
import pydicom as dicom
import os
import cv2
import PIL # optional
# make it True if you want in PNG format
PNG = False
# Specify the .dcm folder path
folder_path = "stage_2_train_images"
# Specify the output jpg/png folder path
jpg_folder_path = "JPG_train"
if not os.path.exists(jpg_folder_path): os.makedirs(jpg_folder_path)
images_path = os.listdir(folder_path)
for n, image in enumerate(images_path):
ds = dicom.dcmread(os.path.join(folder_path, image))
pixel_array_numpy = ds.pixel_array
if PNG == False:
image = image.replace('.dcm', '.jpg')
else:
image = image.replace('.dcm', '.png')
cv2.imwrite(os.path.join(jpg_folder_path, image), pixel_array_numpy)
if n % 50 == 0:
print('{} image converted'.format(n))
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# make it True if you want in PNG format
PNG = False
# Specify the .dcm folder path
folder_path = "stage_2_test_images"
# Specify the output jpg/png folder path
jpg_folder_path = "JPG_test"
if not os.path.exists(jpg_folder_path): os.makedirs(jpg_folder_path)
images_path = os.listdir(folder_path)
for n, image in enumerate(images_path):
ds = dicom.dcmread(os.path.join(folder_path, image))
pixel_array_numpy = ds.pixel_array
if PNG == False:
image = image.replace('.dcm', '.jpg')
else:
image = image.replace('.dcm', '.png')
cv2.imwrite(os.path.join(jpg_folder_path, image), pixel_array_numpy)
if n % 50 == 0:
print('{} image converted'.format(n))
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! git clone https://github.com/ultralytics/yolov5.git
fatal: destination path 'yolov5' already exists and is not an empty directory.
!cp {MY_GOOGLE_DRIVE_PATH}Pneumonia.yaml {DATA_DIR}yolov5/
!cp {MY_GOOGLE_DRIVE_PATH}yolov5sp.yaml {DATA_DIR}yolov5/models/
os.chdir("yolov5")
!rm -rf pneumonia_data
!mkdir pneumonia_data
os.chdir("pneumonia_data")
!mkdir images
!mkdir labels
os.chdir("images")
!mkdir train
!mkdir validation
!mkdir test
os.chdir(os.pardir)
os.chdir("labels")
!mkdir train
!mkdir validation
!mkdir test
os.chdir(os.pardir)
os.chdir(os.pardir)
print(f'Current working directory: {os.getcwd()}')
Current working directory: /content/Kaggle/yolov5
import pandas as pd
import os
import ast
import shutil
from sklearn import model_selection
from tqdm import tqdm
import numpy as np
!pip install -r requirements.txt
Requirement already satisfied: matplotlib>=3.2.2 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 4)) (3.2.2) Requirement already satisfied: numpy>=1.18.5 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 5)) (1.21.6) Requirement already satisfied: opencv-python>=4.1.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 6)) (4.1.2.30) Requirement already satisfied: Pillow>=7.1.2 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 7)) (7.1.2) Requirement already satisfied: PyYAML>=5.3.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 8)) (6.0) Requirement already satisfied: requests>=2.23.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 9)) (2.23.0) Requirement already satisfied: scipy>=1.4.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 10)) (1.4.1) Requirement already satisfied: torch>=1.7.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 11)) (1.11.0+cu113) Requirement already satisfied: torchvision>=0.8.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 12)) (0.12.0+cu113) Requirement already satisfied: tqdm>=4.41.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 13)) (4.64.0) Requirement already satisfied: tensorboard>=2.4.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 16)) (2.8.0) Requirement already satisfied: pandas>=1.1.4 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 20)) (1.3.5) Requirement already satisfied: seaborn>=0.11.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 21)) (0.11.2) Requirement already satisfied: thop in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 37)) (0.0.31.post2005241907) Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.2.2->-r requirements.txt (line 4)) (0.11.0) Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.2.2->-r requirements.txt (line 4)) (1.4.2) Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.2.2->-r requirements.txt (line 4)) (3.0.9) Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.2.2->-r requirements.txt (line 4)) (2.8.2) Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.23.0->-r requirements.txt (line 9)) (1.24.3) Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.23.0->-r requirements.txt (line 9)) (2021.10.8) Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.23.0->-r requirements.txt (line 9)) (3.0.4) Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.23.0->-r requirements.txt (line 9)) (2.10) Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.7.0->-r requirements.txt (line 11)) (4.2.0) Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.4.1->-r requirements.txt (line 16)) (1.0.0) Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.4.1->-r requirements.txt (line 16)) (3.3.7) Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.4.1->-r requirements.txt (line 16)) (1.8.1) Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.4.1->-r requirements.txt (line 16)) (1.0.1) Requirement already satisfied: grpcio>=1.24.3 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.4.1->-r requirements.txt (line 16)) (1.46.1) Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.4.1->-r requirements.txt (line 16)) (0.4.6) Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.4.1->-r requirements.txt (line 16)) (1.35.0) Requirement already satisfied: protobuf>=3.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.4.1->-r requirements.txt (line 16)) (3.17.3) Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.4.1->-r requirements.txt (line 16)) (0.6.1) Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.4.1->-r requirements.txt (line 16)) (0.37.1) Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.4.1->-r requirements.txt (line 16)) (57.4.0) Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.1.4->-r requirements.txt (line 20)) (2022.1) Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from absl-py>=0.4->tensorboard>=2.4.1->-r requirements.txt (line 16)) (1.15.0) Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tensorboard>=2.4.1->-r requirements.txt (line 16)) (4.2.4) Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tensorboard>=2.4.1->-r requirements.txt (line 16)) (0.2.8) Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tensorboard>=2.4.1->-r requirements.txt (line 16)) (4.8) Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard>=2.4.1->-r requirements.txt (line 16)) (1.3.1) Requirement already satisfied: importlib-metadata>=4.4 in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tensorboard>=2.4.1->-r requirements.txt (line 16)) (4.11.3) Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard>=2.4.1->-r requirements.txt (line 16)) (3.8.0) Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.7/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard>=2.4.1->-r requirements.txt (line 16)) (0.4.8) Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard>=2.4.1->-r requirements.txt (line 16)) (3.2.0) WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv
!pip install -U PyYAML
Requirement already satisfied: PyYAML in /usr/local/lib/python3.7/dist-packages (6.0) WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv
#DATA_PATH = "/content/drive/MyDrive/Great_Learning/CapstoneProject/Data"
OUTPUT_DIR = "yolov5/pneumonia_data"
def process_data(data,data_type="train"):
for _,row in tqdm(data.iterrows(),total=len(data),position=0,leave=True):
image_name = row["patientId"]
bounding_boxes = row["bboxes"]
yolo_data = []
for bbox in bounding_boxes:
if(bbox[4]=="0.0"):
# print("hello")
continue
x=float(bbox[0])
y=float(bbox[1])
w=float(bbox[2])
h=float(bbox[3])
x_center = x+w/2
y_center = y+h/2
x_center/=1024.0
y_center/=1024.0
w/=1024.0
h/=1024.0
yolo_data.append([0,x_center,y_center,w,h])
yolo_data = np.array(yolo_data)
np.savetxt(
os.path.join(OUTPUT_DIR,f"labels/{data_type}/{image_name}.txt"),
yolo_data,
fmt = ["%d","%f","%f","%f","%f"]
)
shutil.copyfile(
os.path.join(DATA_DIR,f"JPG_train/{image_name}.jpg"),
os.path.join(OUTPUT_DIR,f"images/{data_type}/{image_name}.jpg")
)
os.chdir(os.pardir)
os.getcwd()
'/content/Kaggle'
if __name__=="__main__":
df = pd.read_csv(os.path.join(DATA_DIR,"stage_2_train_labels.csv"))
# df_test = df_full.iloc[int(0.9*len(df_full)):]
df = df[df['Target']==1]
# df.bbox = df.bbox.apply(ast.literal_eval)
cols = ['x', 'y', 'width','height','Target']
df['combined'] = df[cols].apply(lambda row: ','.join(row.values.astype(str)), axis=1)
df['combined'] = df.combined.apply(lambda x: x.strip('()').split(','))
# print(type(df['combined'].iloc[0]))
# print(df)
df = df.groupby("patientId")['combined'].apply(list).reset_index(name="bboxes")
# print(df)
df_train,df_valid = model_selection.train_test_split(
df,
test_size=0.11,
random_state=True,
shuffle=True,
)
df_train = df_train.reset_index(drop=True)
df_valid = df_valid.reset_index(drop=True)
# print(df_train)
process_data(df_train,data_type="train")
process_data(df_valid,data_type="validation")
100%|██████████| 5350/5350 [00:15<00:00, 338.66it/s] 100%|██████████| 662/662 [00:02<00:00, 245.78it/s]
os.chdir("yolov5")
os.getcwd()
'/content/Kaggle/yolov5'
!python train.py --img 1024 --batch 8 --epochs 10 --data Pneumonia.yaml --cfg models/yolov5sp.yaml --name wm --weights yolov5s.pt --single-cls
train: weights=yolov5s.pt, cfg=models/yolov5sp.yaml, data=Pneumonia.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=10, batch_size=8, imgsz=1024, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=True, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=wm, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest remote: Enumerating objects: 9, done. remote: Counting objects: 100% (9/9), done. remote: Compressing objects: 100% (7/7), done. remote: Total 9 (delta 3), reused 2 (delta 2), pack-reused 0 Unpacking objects: 100% (9/9), done. From https://github.com/ultralytics/yolov5 15057d2..eb1217f master -> origin/master github: ⚠️ YOLOv5 is out of date by 2 commits. Use `git pull` or `git clone https://github.com/ultralytics/yolov5` to update. YOLOv5 🚀 v6.1-208-g15057d2 Python-3.7.13 torch-1.11.0+cu113 CUDA:0 (Tesla P100-PCIE-16GB, 16281MiB) hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0 Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED) TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/ from n params module arguments 0 -1 1 3520 models.common.Focus [3, 32, 3] 1 -1 1 18560 models.common.Conv [32, 64, 3, 2] 2 -1 1 19904 models.common.BottleneckCSP [64, 64, 1] 3 -1 1 73984 models.common.Conv [64, 128, 3, 2] 4 -1 3 161152 models.common.BottleneckCSP [128, 128, 3] 5 -1 1 295424 models.common.Conv [128, 256, 3, 2] 6 -1 3 641792 models.common.BottleneckCSP [256, 256, 3] 7 -1 1 1180672 models.common.Conv [256, 512, 3, 2] 8 -1 1 656896 models.common.SPP [512, 512, [5, 9, 13]] 9 -1 1 1248768 models.common.BottleneckCSP [512, 512, 1, False] 10 -1 1 131584 models.common.Conv [512, 256, 1, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 models.common.Concat [1] 13 -1 1 378624 models.common.BottleneckCSP [512, 256, 1, False] 14 -1 1 33024 models.common.Conv [256, 128, 1, 1] 15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 16 [-1, 4] 1 0 models.common.Concat [1] 17 -1 1 95104 models.common.BottleneckCSP [256, 128, 1, False] 18 -1 1 147712 models.common.Conv [128, 128, 3, 2] 19 [-1, 14] 1 0 models.common.Concat [1] 20 -1 1 313088 models.common.BottleneckCSP [256, 256, 1, False] 21 -1 1 590336 models.common.Conv [256, 256, 3, 2] 22 [-1, 10] 1 0 models.common.Concat [1] 23 -1 1 1248768 models.common.BottleneckCSP [512, 512, 1, False] 24 [17, 20, 23] 1 16182 models.yolo.Detect [1, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]] YOLOv5sp summary: 283 layers, 7255094 parameters, 7255094 gradients, 16.8 GFLOPs Transferred 223/369 items from yolov5s.pt Scaled weight_decay = 0.0005 optimizer: SGD with parameter groups 59 weight (no decay), 70 weight, 62 bias albumentations: version 1.0.3 required by YOLOv5, but version 0.1.12 is currently installed train: Scanning '/content/Kaggle/yolov5/pneumonia_data/labels/train' images and labels...5350 found, 0 missing, 0 empty, 0 corrupt: 100% 5350/5350 [00:01<00:00, 3380.60it/s] train: New cache created: /content/Kaggle/yolov5/pneumonia_data/labels/train.cache val: Scanning '/content/Kaggle/yolov5/pneumonia_data/labels/validation' images and labels...662 found, 0 missing, 0 empty, 0 corrupt: 100% 662/662 [00:00<00:00, 1280.48it/s] val: New cache created: /content/Kaggle/yolov5/pneumonia_data/labels/validation.cache Plotting labels to runs/train/wm2/labels.jpg... AutoAnchor: 3.42 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅ Image sizes 1024 train, 1024 val Using 4 dataloader workers Logging results to runs/train/wm2 Starting training for 10 epochs... Epoch gpu_mem box obj cls labels img_size 0/9 4.88G 0.0735 0.04925 0 14 1024: 100% 669/669 [05:33<00:00, 2.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 42/42 [00:18<00:00, 2.24it/s] all 662 1060 0.00408 0.765 0.0323 0.00673 Epoch gpu_mem box obj cls labels img_size 1/9 5.16G 0.05386 0.03417 0 15 1024: 100% 669/669 [05:23<00:00, 2.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 42/42 [00:11<00:00, 3.55it/s] all 662 1060 0.159 0.351 0.12 0.0297 Epoch gpu_mem box obj cls labels img_size 2/9 5.16G 0.05028 0.02893 0 6 1024: 100% 669/669 [05:21<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 42/42 [00:11<00:00, 3.54it/s] all 662 1060 0.158 0.345 0.129 0.0288 Epoch gpu_mem box obj cls labels img_size 3/9 5.16G 0.04757 0.02756 0 17 1024: 100% 669/669 [05:20<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 42/42 [00:11<00:00, 3.57it/s] all 662 1060 0.318 0.444 0.273 0.0711 Epoch gpu_mem box obj cls labels img_size 4/9 5.16G 0.04679 0.02739 0 27 1024: 100% 669/669 [05:21<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 42/42 [00:11<00:00, 3.60it/s] all 662 1060 0.319 0.456 0.275 0.0695 Epoch gpu_mem box obj cls labels img_size 5/9 5.16G 0.04493 0.02645 0 24 1024: 100% 669/669 [05:21<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 42/42 [00:13<00:00, 3.23it/s] all 662 1060 0.278 0.347 0.212 0.0531 Epoch gpu_mem box obj cls labels img_size 6/9 5.16G 0.04348 0.0253 0 13 1024: 100% 669/669 [05:23<00:00, 2.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 42/42 [00:11<00:00, 3.59it/s] all 662 1060 0.487 0.541 0.447 0.135 Epoch gpu_mem box obj cls labels img_size 7/9 5.16G 0.04384 0.02539 0 13 1024: 100% 669/669 [05:21<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 42/42 [00:11<00:00, 3.59it/s] all 662 1060 0.479 0.521 0.442 0.128 Epoch gpu_mem box obj cls labels img_size 8/9 5.16G 0.04225 0.02557 0 19 1024: 100% 669/669 [05:20<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 42/42 [00:11<00:00, 3.58it/s] all 662 1060 0.431 0.479 0.374 0.105 Epoch gpu_mem box obj cls labels img_size 9/9 5.16G 0.04192 0.02514 0 16 1024: 100% 669/669 [05:21<00:00, 2.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 42/42 [00:11<00:00, 3.57it/s] all 662 1060 0.509 0.57 0.477 0.154 10 epochs completed in 0.934 hours. Optimizer stripped from runs/train/wm2/weights/last.pt, 15.3MB Optimizer stripped from runs/train/wm2/weights/best.pt, 15.3MB Validating runs/train/wm2/weights/best.pt... Fusing layers... YOLOv5sp summary: 232 layers, 7246518 parameters, 0 gradients, 16.8 GFLOPs Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 42/42 [00:14<00:00, 2.91it/s] all 662 1060 0.508 0.569 0.477 0.154 Results saved to runs/train/wm2
%load_ext tensorboard
%tensorboard --logdir runs
!python detect.py --source "../JPG_test" --weights runs/train/wm2/weights/best.pt --save-txt --conf 0.1
!python detect.py --weights yolov5s.pt --img 640 --conf 0.25 --source data/images
detect: weights=['runs/train/wm/weights/best.pt'], source=../JPG_test, data=data/coco128.yaml, imgsz=[640, 640], conf_thres=0.1, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=True, save_conf=False, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=runs/detect, name=exp, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False, dnn=False YOLOv5 🚀 v6.1-208-g15057d2 Python-3.7.13 torch-1.11.0+cu113 CUDA:0 (Tesla P100-PCIE-16GB, 16281MiB) Fusing layers... YOLOv5sp summary: 232 layers, 7246518 parameters, 0 gradients, 16.8 GFLOPs image 1/3000 /content/Kaggle/JPG_test/0000a175-0e68-4ca4-b1af-167204a7e0bc.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2/3000 /content/Kaggle/JPG_test/0005d3cc-3c3f-40b9-93c3-46231c3eb813.jpg: 640x640 Done. (0.012s) image 3/3000 /content/Kaggle/JPG_test/000686d7-f4fc-448d-97a0-44fa9c5d3aa6.jpg: 640x640 1 pneumonia, Done. (0.014s) image 4/3000 /content/Kaggle/JPG_test/000e3a7d-c0ca-4349-bb26-5af2d8993c3d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 5/3000 /content/Kaggle/JPG_test/00100a24-854d-423d-a092-edcf6179e061.jpg: 640x640 Done. (0.013s) image 6/3000 /content/Kaggle/JPG_test/0015597f-2d69-4bc7-b642-5b5e01534676.jpg: 640x640 1 pneumonia, Done. (0.013s) image 7/3000 /content/Kaggle/JPG_test/001b0c51-c7b3-45c1-9c17-fa7594cab96e.jpg: 640x640 Done. (0.012s) image 8/3000 /content/Kaggle/JPG_test/0022bb50-bf6c-4185-843e-403a9cc1ea80.jpg: 640x640 1 pneumonia, Done. (0.014s) image 9/3000 /content/Kaggle/JPG_test/00271e8e-aea8-4f0a-8a34-3025831f1079.jpg: 640x640 Done. (0.012s) image 10/3000 /content/Kaggle/JPG_test/0028450f-5b8e-4695-9416-8340b6f686b0.jpg: 640x640 Done. (0.013s) image 11/3000 /content/Kaggle/JPG_test/002bcde0-d8da-4931-ab04-5d724e30261b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 12/3000 /content/Kaggle/JPG_test/002fcb77-ef76-4626-ab34-5070f15c20db.jpg: 640x640 Done. (0.012s) image 13/3000 /content/Kaggle/JPG_test/003206b4-bd4a-4684-8d49-76f4cb713a30.jpg: 640x640 2 pneumonias, Done. (0.012s) image 14/3000 /content/Kaggle/JPG_test/00330f7f-d114-4eb2-9c6e-558eeb3084a1.jpg: 640x640 Done. (0.012s) image 15/3000 /content/Kaggle/JPG_test/00342ae8-ff81-4229-adf6-6a2ab711707b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 16/3000 /content/Kaggle/JPG_test/003d17f0-bd8a-485c-bc8b-daec33f53efa.jpg: 640x640 1 pneumonia, Done. (0.013s) image 17/3000 /content/Kaggle/JPG_test/003dba79-1b1d-4713-add8-d72c54074f8a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 18/3000 /content/Kaggle/JPG_test/003ec9e3-512e-4f6e-923d-daa9f9f3db9a.jpg: 640x640 Done. (0.012s) image 19/3000 /content/Kaggle/JPG_test/003fbda2-ba55-4714-a03a-83f15bec19e4.jpg: 640x640 Done. (0.012s) image 20/3000 /content/Kaggle/JPG_test/0041fc67-793c-4129-a952-ea3fb821b445.jpg: 640x640 Done. (0.012s) image 21/3000 /content/Kaggle/JPG_test/00475531-1036-4ab4-8c12-1eac7e9ddfd1.jpg: 640x640 Done. (0.012s) image 22/3000 /content/Kaggle/JPG_test/0048e89e-f88a-41a1-b79f-ab4e7135627e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 23/3000 /content/Kaggle/JPG_test/004b28ac-d188-427b-8a21-10501125f596.jpg: 640x640 Done. (0.012s) image 24/3000 /content/Kaggle/JPG_test/004f0a0f-fb54-4068-8b67-d3eef6724f44.jpg: 640x640 2 pneumonias, Done. (0.012s) image 25/3000 /content/Kaggle/JPG_test/004f720d-482c-4982-b866-1a327e51eaba.jpg: 640x640 3 pneumonias, Done. (0.013s) image 26/3000 /content/Kaggle/JPG_test/0050f8bb-36a4-4a1a-8de5-2d73154c2571.jpg: 640x640 Done. (0.012s) image 27/3000 /content/Kaggle/JPG_test/0051fc13-694d-43d4-bbca-5a185f90418f.jpg: 640x640 1 pneumonia, Done. (0.013s) image 28/3000 /content/Kaggle/JPG_test/00525b72-7c03-4328-9c02-6393704810d8.jpg: 640x640 Done. (0.014s) image 29/3000 /content/Kaggle/JPG_test/006081fc-cd84-4675-828a-784d2521fcc7.jpg: 640x640 Done. (0.013s) image 30/3000 /content/Kaggle/JPG_test/00632296-ea6d-438e-982d-370b771a6059.jpg: 640x640 1 pneumonia, Done. (0.014s) image 31/3000 /content/Kaggle/JPG_test/0066ba32-08b6-4ac9-8d5a-abec69825d53.jpg: 640x640 2 pneumonias, Done. (0.013s) image 32/3000 /content/Kaggle/JPG_test/00679577-c370-4aff-ab2b-fc4846c3eabb.jpg: 640x640 Done. (0.013s) image 33/3000 /content/Kaggle/JPG_test/0068492c-2cc4-46b3-9ac5-ccb80fc10c96.jpg: 640x640 1 pneumonia, Done. (0.012s) image 34/3000 /content/Kaggle/JPG_test/006be30e-1295-4053-9ffc-fab6b527e7d9.jpg: 640x640 1 pneumonia, Done. (0.012s) image 35/3000 /content/Kaggle/JPG_test/00722cea-8cb4-488c-91a1-402d3cfab7a3.jpg: 640x640 Done. (0.012s) image 36/3000 /content/Kaggle/JPG_test/00748fc6-3e87-482a-a0b4-ca2b0a7686a3.jpg: 640x640 Done. (0.013s) image 37/3000 /content/Kaggle/JPG_test/00763ba7-af28-4893-a403-08490fcdd69c.jpg: 640x640 2 pneumonias, Done. (0.013s) image 38/3000 /content/Kaggle/JPG_test/0076e39f-5189-4751-8274-da6df4d5e429.jpg: 640x640 Done. (0.012s) image 39/3000 /content/Kaggle/JPG_test/0076e68b-90cf-45da-a839-e67d3131182b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 40/3000 /content/Kaggle/JPG_test/00786b27-31a0-4aeb-8513-9528fffe7b87.jpg: 640x640 Done. (0.012s) image 41/3000 /content/Kaggle/JPG_test/007d9048-a1f4-49ea-8fb1-f228dc4b6cda.jpg: 640x640 Done. (0.012s) image 42/3000 /content/Kaggle/JPG_test/007f06ce-348d-421c-968b-8b35ccb3487c.jpg: 640x640 3 pneumonias, Done. (0.012s) image 43/3000 /content/Kaggle/JPG_test/008102ab-5ea6-414d-bff1-9f55d148a80d.jpg: 640x640 Done. (0.012s) image 44/3000 /content/Kaggle/JPG_test/00860e86-5b18-4694-a20a-0b47e842a453.jpg: 640x640 2 pneumonias, Done. (0.012s) image 45/3000 /content/Kaggle/JPG_test/0086a7a6-c663-401a-a908-378e87ebe45a.jpg: 640x640 Done. (0.012s) image 46/3000 /content/Kaggle/JPG_test/008ca187-f164-4a2b-b14e-29d4e16e3a66.jpg: 640x640 2 pneumonias, Done. (0.013s) image 47/3000 /content/Kaggle/JPG_test/008efe9c-946b-4f43-ae07-942f8d73dcc1.jpg: 640x640 1 pneumonia, Done. (0.012s) image 48/3000 /content/Kaggle/JPG_test/0092f442-ccb5-49a2-81cf-b6ca3f829a53.jpg: 640x640 Done. (0.014s) image 49/3000 /content/Kaggle/JPG_test/0094bcae-2cdd-48ca-9630-7d4157f78415.jpg: 640x640 Done. (0.012s) image 50/3000 /content/Kaggle/JPG_test/0094c2b8-5da2-4e25-a177-b4eea16bd671.jpg: 640x640 Done. (0.013s) image 51/3000 /content/Kaggle/JPG_test/00991acc-85b3-41c7-a397-bdf925c3697a.jpg: 640x640 Done. (0.013s) image 52/3000 /content/Kaggle/JPG_test/009ac78b-6b5c-45ef-b73b-855116887af4.jpg: 640x640 1 pneumonia, Done. (0.014s) image 53/3000 /content/Kaggle/JPG_test/009c7a22-8272-4acd-a1ee-03de8d420b11.jpg: 640x640 1 pneumonia, Done. (0.013s) image 54/3000 /content/Kaggle/JPG_test/00a221ac-da8f-4f61-8d4f-fc195143491d.jpg: 640x640 1 pneumonia, Done. (0.014s) image 55/3000 /content/Kaggle/JPG_test/00ad18b7-06ee-4c4d-abca-14bdf814e8b2.jpg: 640x640 2 pneumonias, Done. (0.012s) image 56/3000 /content/Kaggle/JPG_test/00af3668-1970-4f65-a292-525d2c5aed5c.jpg: 640x640 1 pneumonia, Done. (0.013s) image 57/3000 /content/Kaggle/JPG_test/00b4ac1b-fa09-4dbe-b93f-7d9e52992a68.jpg: 640x640 Done. (0.012s) image 58/3000 /content/Kaggle/JPG_test/00b4e593-fcf8-488c-ae55-751034e26f16.jpg: 640x640 1 pneumonia, Done. (0.012s) image 59/3000 /content/Kaggle/JPG_test/00b9585a-9825-4892-8829-ddd75218bd1a.jpg: 640x640 1 pneumonia, Done. (0.011s) image 60/3000 /content/Kaggle/JPG_test/00c0f4e4-ac8b-4dea-8231-802f6b9860dc.jpg: 640x640 Done. (0.012s) image 61/3000 /content/Kaggle/JPG_test/00c67fbc-35f6-4058-88b4-4bfad19014ec.jpg: 640x640 2 pneumonias, Done. (0.012s) image 62/3000 /content/Kaggle/JPG_test/00ca48ec-39b3-4650-80ed-1fab342aba0e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 63/3000 /content/Kaggle/JPG_test/00d61d6f-d150-46e1-bab7-0a7a36a0cc80.jpg: 640x640 2 pneumonias, Done. (0.012s) image 64/3000 /content/Kaggle/JPG_test/00dddf53-486f-4098-9a5e-b7d0b8ee2b8f.jpg: 640x640 Done. (0.012s) image 65/3000 /content/Kaggle/JPG_test/00dec011-0053-493a-9c51-3fc3524b3357.jpg: 640x640 1 pneumonia, Done. (0.012s) image 66/3000 /content/Kaggle/JPG_test/00e42241-12a0-490a-b856-db3e4ab41104.jpg: 640x640 1 pneumonia, Done. (0.012s) image 67/3000 /content/Kaggle/JPG_test/00edcd2d-d727-486d-b15a-675855e4dca3.jpg: 640x640 Done. (0.011s) image 68/3000 /content/Kaggle/JPG_test/00f376d8-24a0-45b4-a2fa-fef47e2f9f9e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 69/3000 /content/Kaggle/JPG_test/00f3a73b-1801-43f7-992d-38338ec58a90.jpg: 640x640 2 pneumonias, Done. (0.012s) image 70/3000 /content/Kaggle/JPG_test/00fde673-62b3-4a5c-9b9a-6c1ec8f66910.jpg: 640x640 1 pneumonia, Done. (0.011s) image 71/3000 /content/Kaggle/JPG_test/00fe1990-071e-4f90-b8c5-08fc94ff40e3.jpg: 640x640 2 pneumonias, Done. (0.013s) image 72/3000 /content/Kaggle/JPG_test/010355fd-a8c0-4503-993e-16412a3b8136.jpg: 640x640 1 pneumonia, Done. (0.012s) image 73/3000 /content/Kaggle/JPG_test/01036427-2c3e-4a79-b472-2c7bca1efa86.jpg: 640x640 Done. (0.017s) image 74/3000 /content/Kaggle/JPG_test/0105b36d-2d7c-4431-9b5b-fa6acb31ee1d.jpg: 640x640 Done. (0.014s) image 75/3000 /content/Kaggle/JPG_test/0106724a-2379-4897-8504-dfaa6db072de.jpg: 640x640 Done. (0.013s) image 76/3000 /content/Kaggle/JPG_test/0107394f-5672-4969-8a15-279714669f63.jpg: 640x640 1 pneumonia, Done. (0.016s) image 77/3000 /content/Kaggle/JPG_test/010763a7-7394-49da-8fe2-6588a805062a.jpg: 640x640 Done. (0.015s) image 78/3000 /content/Kaggle/JPG_test/0107871b-1095-4cd5-a197-bc7715873cbf.jpg: 640x640 Done. (0.012s) image 79/3000 /content/Kaggle/JPG_test/0107acc8-bddd-4889-a18a-c54449c6844a.jpg: 640x640 Done. (0.014s) image 80/3000 /content/Kaggle/JPG_test/010be344-5412-4cc8-afab-fb07f29e3356.jpg: 640x640 2 pneumonias, Done. (0.012s) image 81/3000 /content/Kaggle/JPG_test/010d5095-acc6-4210-8753-eea1b0734a76.jpg: 640x640 2 pneumonias, Done. (0.013s) image 82/3000 /content/Kaggle/JPG_test/010f1670-a3f9-4186-b54f-720e3a78b9fd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 83/3000 /content/Kaggle/JPG_test/0110317f-73a0-43db-aace-49f4aabd781f.jpg: 640x640 2 pneumonias, Done. (0.013s) image 84/3000 /content/Kaggle/JPG_test/0110a566-f774-4554-bdda-a1883ebd2f5c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 85/3000 /content/Kaggle/JPG_test/01119341-8004-44c4-9537-0e47c4b67689.jpg: 640x640 1 pneumonia, Done. (0.012s) image 86/3000 /content/Kaggle/JPG_test/01137316-5474-4e6e-ad95-46e50916da83.jpg: 640x640 3 pneumonias, Done. (0.012s) image 87/3000 /content/Kaggle/JPG_test/0114657d-6647-492a-9494-110ba43e4135.jpg: 640x640 Done. (0.012s) image 88/3000 /content/Kaggle/JPG_test/011775bb-cb07-4a6e-ab91-d40c4dbd5c56.jpg: 640x640 3 pneumonias, Done. (0.012s) image 89/3000 /content/Kaggle/JPG_test/0118519d-7a19-4ad2-b5a5-5265cb86cb2a.jpg: 640x640 Done. (0.012s) image 90/3000 /content/Kaggle/JPG_test/011949a0-b52b-424d-b78f-afc3926ef2de.jpg: 640x640 2 pneumonias, Done. (0.012s) image 91/3000 /content/Kaggle/JPG_test/011b475b-4b74-4857-8221-d15d71ba64a9.jpg: 640x640 Done. (0.012s) image 92/3000 /content/Kaggle/JPG_test/011d6083-abaa-4b28-8a53-36aa0cddb3b5.jpg: 640x640 1 pneumonia, Done. (0.013s) image 93/3000 /content/Kaggle/JPG_test/011df306-5ca7-442e-bd54-f05820d84396.jpg: 640x640 3 pneumonias, Done. (0.012s) image 94/3000 /content/Kaggle/JPG_test/01200366-f4e5-46c2-8b1d-1d27075231ce.jpg: 640x640 Done. (0.012s) image 95/3000 /content/Kaggle/JPG_test/0123ddde-aa60-4364-a3c5-2aed75bba3dd.jpg: 640x640 Done. (0.013s) image 96/3000 /content/Kaggle/JPG_test/012469b7-1b4b-4407-8c1b-7236861d49a3.jpg: 640x640 Done. (0.014s) image 97/3000 /content/Kaggle/JPG_test/0124f347-a386-462e-ac00-4b3ddb2ed159.jpg: 640x640 Done. (0.013s) image 98/3000 /content/Kaggle/JPG_test/012d2cf2-f973-4bf1-934f-295df6e44b60.jpg: 640x640 Done. (0.012s) image 99/3000 /content/Kaggle/JPG_test/012e4288-deac-438d-af9e-a3cb7478ed7f.jpg: 640x640 Done. (0.012s) image 100/3000 /content/Kaggle/JPG_test/012f2ccc-8ac8-4cc0-9da1-a282db470d12.jpg: 640x640 Done. (0.012s) image 101/3000 /content/Kaggle/JPG_test/0133a3a9-350d-4501-a59f-6a7e74fbc1c8.jpg: 640x640 1 pneumonia, Done. (0.014s) image 102/3000 /content/Kaggle/JPG_test/0133cd26-6796-48d3-a092-adae7ce07d61.jpg: 640x640 1 pneumonia, Done. (0.012s) image 103/3000 /content/Kaggle/JPG_test/013c572e-c377-431e-a4b8-34f22f2f8a30.jpg: 640x640 Done. (0.012s) image 104/3000 /content/Kaggle/JPG_test/0140cefe-d9c1-4de5-a59b-1aad98e4b62a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 105/3000 /content/Kaggle/JPG_test/0143f05b-f5f5-4147-a9e3-7f525e45a2ce.jpg: 640x640 2 pneumonias, Done. (0.015s) image 106/3000 /content/Kaggle/JPG_test/014647d1-a977-4bfe-9f35-869b168ea0fb.jpg: 640x640 Done. (0.013s) image 107/3000 /content/Kaggle/JPG_test/0146516d-b739-4103-8cc6-bb2b494e1d5b.jpg: 640x640 2 pneumonias, Done. (0.015s) image 108/3000 /content/Kaggle/JPG_test/01478a83-71ad-4319-83b8-d0093bd22dfb.jpg: 640x640 1 pneumonia, Done. (0.012s) image 109/3000 /content/Kaggle/JPG_test/0147a753-be33-4c13-8cd7-9cee88fffcf6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 110/3000 /content/Kaggle/JPG_test/014a7eee-8245-479b-87a9-a9402c66502b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 111/3000 /content/Kaggle/JPG_test/014ae099-4762-46d3-a3b9-7fd25e3337c0.jpg: 640x640 1 pneumonia, Done. (0.013s) image 112/3000 /content/Kaggle/JPG_test/014f2256-b71e-4168-84f7-bac69852057e.jpg: 640x640 Done. (0.014s) image 113/3000 /content/Kaggle/JPG_test/01512575-81f5-4de3-9645-1bf3050dced8.jpg: 640x640 Done. (0.012s) image 114/3000 /content/Kaggle/JPG_test/01528f70-440c-41fc-8673-e3ae6464380b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 115/3000 /content/Kaggle/JPG_test/01594bc6-16eb-4214-b2b2-4cf2154dbab9.jpg: 640x640 Done. (0.012s) image 116/3000 /content/Kaggle/JPG_test/015a202d-5e18-4dcf-802c-0f7e75e14a38.jpg: 640x640 1 pneumonia, Done. (0.016s) image 117/3000 /content/Kaggle/JPG_test/0165543b-85d3-4dd2-9e93-6c5ab10f13da.jpg: 640x640 Done. (0.013s) image 118/3000 /content/Kaggle/JPG_test/01671e79-a1a5-46a8-bbe5-dd8e514f7923.jpg: 640x640 2 pneumonias, Done. (0.012s) image 119/3000 /content/Kaggle/JPG_test/016d6d63-e32a-4df0-ad43-e42f808ab480.jpg: 640x640 Done. (0.012s) image 120/3000 /content/Kaggle/JPG_test/016fe150-be99-4c53-96a3-ee0eeec4a62a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 121/3000 /content/Kaggle/JPG_test/01708093-89aa-40aa-a121-4c8011fd0016.jpg: 640x640 1 pneumonia, Done. (0.012s) image 122/3000 /content/Kaggle/JPG_test/0175314a-05e7-4ada-9f27-7b874f29842a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 123/3000 /content/Kaggle/JPG_test/01767b2b-8915-47ee-9bb8-3511492f7df5.jpg: 640x640 Done. (0.012s) image 124/3000 /content/Kaggle/JPG_test/01789dfc-da09-4460-8326-32c143e767be.jpg: 640x640 Done. (0.012s) image 125/3000 /content/Kaggle/JPG_test/017a4e3a-191b-4013-a228-dabb749a3d70.jpg: 640x640 1 pneumonia, Done. (0.012s) image 126/3000 /content/Kaggle/JPG_test/017cebf7-65c6-4508-bf78-14eb93001ab7.jpg: 640x640 Done. (0.012s) image 127/3000 /content/Kaggle/JPG_test/0181dc21-34be-4d57-87d9-74d91afc2458.jpg: 640x640 1 pneumonia, Done. (0.012s) image 128/3000 /content/Kaggle/JPG_test/01833e4e-6d0a-4ea5-bc98-638a70a66e50.jpg: 640x640 1 pneumonia, Done. (0.012s) image 129/3000 /content/Kaggle/JPG_test/018b01e1-7582-4141-949d-0c53d8f6806e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 130/3000 /content/Kaggle/JPG_test/018cb7c3-0ec3-484d-a6a3-bd7c376605d1.jpg: 640x640 Done. (0.013s) image 131/3000 /content/Kaggle/JPG_test/01960630-c20f-412b-b5c6-9ab2e06d64a3.jpg: 640x640 1 pneumonia, Done. (0.013s) image 132/3000 /content/Kaggle/JPG_test/0196bb90-2e5a-401b-bffb-7fd7258d6844.jpg: 640x640 2 pneumonias, Done. (0.012s) image 133/3000 /content/Kaggle/JPG_test/01972669-8b42-4b47-96ac-e6a085e504ba.jpg: 640x640 3 pneumonias, Done. (0.012s) image 134/3000 /content/Kaggle/JPG_test/0198e5bc-ea34-4e84-b21f-1a3ea96801ab.jpg: 640x640 2 pneumonias, Done. (0.013s) image 135/3000 /content/Kaggle/JPG_test/019a58b2-6b0c-42d8-948d-b9fcc3d47eb8.jpg: 640x640 Done. (0.012s) image 136/3000 /content/Kaggle/JPG_test/019a638a-305f-422d-aec7-f1081f510046.jpg: 640x640 2 pneumonias, Done. (0.015s) image 137/3000 /content/Kaggle/JPG_test/019bf13a-7fd5-417a-8959-ba79e9b9f875.jpg: 640x640 1 pneumonia, Done. (0.012s) image 138/3000 /content/Kaggle/JPG_test/020d940f-e100-4c82-8f44-58174dc28684.jpg: 640x640 2 pneumonias, Done. (0.012s) image 139/3000 /content/Kaggle/JPG_test/02186c9c-2598-4b9f-9752-b0c9e7c9128c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 140/3000 /content/Kaggle/JPG_test/021ca4f1-52fd-4881-85cf-c57dfa74566b.jpg: 640x640 1 pneumonia, Done. (0.014s) image 141/3000 /content/Kaggle/JPG_test/021d0bd9-560c-43de-80de-5efa191f3251.jpg: 640x640 1 pneumonia, Done. (0.012s) image 142/3000 /content/Kaggle/JPG_test/021fe6f6-dc70-463a-a2fa-bff41f74af6a.jpg: 640x640 Done. (0.012s) image 143/3000 /content/Kaggle/JPG_test/02256e17-eef9-412c-a03c-39e2eb2e6392.jpg: 640x640 1 pneumonia, Done. (0.012s) image 144/3000 /content/Kaggle/JPG_test/02270587-8e6d-4799-b689-a161db7c5c91.jpg: 640x640 Done. (0.014s) image 145/3000 /content/Kaggle/JPG_test/022a1092-db63-4f8c-a7fe-77019dd4c52e.jpg: 640x640 Done. (0.012s) image 146/3000 /content/Kaggle/JPG_test/022eeb32-8192-44f5-ae9b-1e20ba387890.jpg: 640x640 1 pneumonia, Done. (0.013s) image 147/3000 /content/Kaggle/JPG_test/02305324-c307-4811-8932-6831366047d1.jpg: 640x640 Done. (0.012s) image 148/3000 /content/Kaggle/JPG_test/0232e608-a7af-4af7-a104-32537c1cb26b.jpg: 640x640 Done. (0.012s) image 149/3000 /content/Kaggle/JPG_test/02347c05-a319-41a9-88b4-59ef119221b3.jpg: 640x640 2 pneumonias, Done. (0.012s) image 150/3000 /content/Kaggle/JPG_test/02431455-505f-4ece-bac3-b4f494c65366.jpg: 640x640 Done. (0.012s) image 151/3000 /content/Kaggle/JPG_test/02462e7b-800c-4b19-904b-0a1fb80f4fc4.jpg: 640x640 2 pneumonias, Done. (0.012s) image 152/3000 /content/Kaggle/JPG_test/0246ec39-4938-4c8f-bfb6-c750d0313ee4.jpg: 640x640 1 pneumonia, Done. (0.012s) image 153/3000 /content/Kaggle/JPG_test/02500219-bcb2-462d-8c02-857a53a2f969.jpg: 640x640 2 pneumonias, Done. (0.013s) image 154/3000 /content/Kaggle/JPG_test/025375ff-f79d-42ab-a443-b0d5671eaffc.jpg: 640x640 2 pneumonias, Done. (0.012s) image 155/3000 /content/Kaggle/JPG_test/0254cbc4-8fb8-4e07-8bc6-430d337e66a7.jpg: 640x640 Done. (0.012s) image 156/3000 /content/Kaggle/JPG_test/0255119f-2fcb-40dd-8e89-5da9a6318e47.jpg: 640x640 Done. (0.014s) image 157/3000 /content/Kaggle/JPG_test/025d7915-74a1-4d0e-83b7-d2cfc1e1ac54.jpg: 640x640 2 pneumonias, Done. (0.013s) image 158/3000 /content/Kaggle/JPG_test/025fd656-c29a-478b-a2f2-cf68a38faee9.jpg: 640x640 Done. (0.012s) image 159/3000 /content/Kaggle/JPG_test/02693444-dc0d-4ac0-8cd0-cbaed1844da3.jpg: 640x640 Done. (0.012s) image 160/3000 /content/Kaggle/JPG_test/02697c06-6d28-49ec-a66e-2eeafeb19358.jpg: 640x640 2 pneumonias, Done. (0.012s) image 161/3000 /content/Kaggle/JPG_test/0270091f-28e0-4bdd-bb52-26e26bdf9f66.jpg: 640x640 Done. (0.013s) image 162/3000 /content/Kaggle/JPG_test/02718efb-79db-40cc-9f03-4c0a667f3ee5.jpg: 640x640 Done. (0.012s) image 163/3000 /content/Kaggle/JPG_test/02724047-234e-43ea-8418-62ab74f05668.jpg: 640x640 3 pneumonias, Done. (0.012s) image 164/3000 /content/Kaggle/JPG_test/027301a0-cb61-4431-8736-503d0c23cd48.jpg: 640x640 Done. (0.012s) image 165/3000 /content/Kaggle/JPG_test/02780306-5d72-4377-8183-37c3e0e13e55.jpg: 640x640 2 pneumonias, Done. (0.012s) image 166/3000 /content/Kaggle/JPG_test/027a5fac-783a-4dd8-b032-06a8b8d05546.jpg: 640x640 1 pneumonia, Done. (0.012s) image 167/3000 /content/Kaggle/JPG_test/0280af91-28aa-44ae-b693-c091db206244.jpg: 640x640 1 pneumonia, Done. (0.013s) image 168/3000 /content/Kaggle/JPG_test/028b7794-c17e-4bef-ba97-3b9523bc1333.jpg: 640x640 1 pneumonia, Done. (0.012s) image 169/3000 /content/Kaggle/JPG_test/028fad21-f2a0-4778-8ad2-fcee826331d0.jpg: 640x640 Done. (0.012s) image 170/3000 /content/Kaggle/JPG_test/02952fe2-ceab-4e55-b1af-71f40a209a1f.jpg: 640x640 Done. (0.012s) image 171/3000 /content/Kaggle/JPG_test/029760af-1273-42c5-a214-0267fbe016fe.jpg: 640x640 Done. (0.014s) image 172/3000 /content/Kaggle/JPG_test/0298e825-f153-4c95-a244-e24060d28bc2.jpg: 640x640 Done. (0.012s) image 173/3000 /content/Kaggle/JPG_test/02a378a0-0229-4f11-9a1c-bf32332645da.jpg: 640x640 1 pneumonia, Done. (0.013s) image 174/3000 /content/Kaggle/JPG_test/02a54bea-8b9b-4572-9f7b-bccda112e6b8.jpg: 640x640 2 pneumonias, Done. (0.012s) image 175/3000 /content/Kaggle/JPG_test/02ae356b-c39e-474f-908f-0af600e6b03d.jpg: 640x640 2 pneumonias, Done. (0.012s) image 176/3000 /content/Kaggle/JPG_test/02ae4bbd-7dfa-489d-9bbd-e43e60ff876e.jpg: 640x640 2 pneumonias, Done. (0.014s) image 177/3000 /content/Kaggle/JPG_test/02b42e7e-d0da-43b7-9a54-458264099d08.jpg: 640x640 Done. (0.013s) image 178/3000 /content/Kaggle/JPG_test/02b7bd21-0ca3-48b0-b98c-dd85a7ad1c0f.jpg: 640x640 3 pneumonias, Done. (0.013s) image 179/3000 /content/Kaggle/JPG_test/02b7f2f0-b8e0-41c8-9cfc-83c69d202c67.jpg: 640x640 2 pneumonias, Done. (0.013s) image 180/3000 /content/Kaggle/JPG_test/02bc74a8-2ea2-4d73-a7b4-d2ae9c1ddfd7.jpg: 640x640 2 pneumonias, Done. (0.013s) image 181/3000 /content/Kaggle/JPG_test/02c19fee-bf32-4969-8ba4-7e996f1f9f3a.jpg: 640x640 Done. (0.012s) image 182/3000 /content/Kaggle/JPG_test/02c3e45e-a066-4f4d-9dfe-c21c30df579b.jpg: 640x640 Done. (0.013s) image 183/3000 /content/Kaggle/JPG_test/02c43b6e-b603-4d06-b579-3287b7eed859.jpg: 640x640 Done. (0.012s) image 184/3000 /content/Kaggle/JPG_test/02d0f144-bcc1-4258-bbf7-aa2bb3408ecc.jpg: 640x640 1 pneumonia, Done. (0.012s) image 185/3000 /content/Kaggle/JPG_test/02d4d116-415d-49cb-91bc-98b97c973ad3.jpg: 640x640 Done. (0.012s) image 186/3000 /content/Kaggle/JPG_test/02d6943e-66b0-4d0f-80ef-a468e937b663.jpg: 640x640 2 pneumonias, Done. (0.013s) image 187/3000 /content/Kaggle/JPG_test/02d8eb87-93ea-4e76-94fe-2fce14a93c6c.jpg: 640x640 Done. (0.012s) image 188/3000 /content/Kaggle/JPG_test/02d9c45e-5f0c-4823-90af-51ff9e81ad40.jpg: 640x640 2 pneumonias, Done. (0.015s) image 189/3000 /content/Kaggle/JPG_test/02eaa8c2-e818-4b39-92d3-aa092553b811.jpg: 640x640 1 pneumonia, Done. (0.012s) image 190/3000 /content/Kaggle/JPG_test/02ed876f-f335-482d-af13-0d0b8af51774.jpg: 640x640 Done. (0.013s) image 191/3000 /content/Kaggle/JPG_test/02ee9955-1ae1-4c2c-86ca-5c8ff8d56d4c.jpg: 640x640 2 pneumonias, Done. (0.013s) image 192/3000 /content/Kaggle/JPG_test/02eead22-409f-4d50-ae60-e8996493a111.jpg: 640x640 Done. (0.012s) image 193/3000 /content/Kaggle/JPG_test/02eff1f9-5830-4e4f-a68e-822ac02047f7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 194/3000 /content/Kaggle/JPG_test/02f29ed2-889c-4766-8e4e-853d8f71a12c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 195/3000 /content/Kaggle/JPG_test/02fcdbb1-2ff5-41bb-a28f-a0e5d9a83d51.jpg: 640x640 1 pneumonia, Done. (0.012s) image 196/3000 /content/Kaggle/JPG_test/0300003e-3405-43a3-b5d9-d314d4810fdb.jpg: 640x640 1 pneumonia, Done. (0.015s) image 197/3000 /content/Kaggle/JPG_test/03055987-3303-429f-8979-cecf701707e5.jpg: 640x640 1 pneumonia, Done. (0.012s) image 198/3000 /content/Kaggle/JPG_test/0305bbcb-4998-4020-9a9f-b32f448e30bf.jpg: 640x640 Done. (0.012s) image 199/3000 /content/Kaggle/JPG_test/030cf802-d118-431e-ba63-43726072a919.jpg: 640x640 2 pneumonias, Done. (0.012s) image 200/3000 /content/Kaggle/JPG_test/0310b580-0ba0-4b74-9de2-db046feddaec.jpg: 640x640 1 pneumonia, Done. (0.012s) image 201/3000 /content/Kaggle/JPG_test/03161440-f3b4-408e-bcac-c902b47f1166.jpg: 640x640 1 pneumonia, Done. (0.012s) image 202/3000 /content/Kaggle/JPG_test/0316721f-901b-4828-a1ed-c7ab71a0141d.jpg: 640x640 Done. (0.012s) image 203/3000 /content/Kaggle/JPG_test/03188698-bad7-46f7-94d3-5487b2c67b8a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 204/3000 /content/Kaggle/JPG_test/03190b26-7d61-4cbc-abcb-bba18884254d.jpg: 640x640 Done. (0.012s) image 205/3000 /content/Kaggle/JPG_test/0319220c-e0ec-4262-bafd-c5d650ff5e69.jpg: 640x640 Done. (0.013s) image 206/3000 /content/Kaggle/JPG_test/031b6254-ded2-423a-947a-c4018797c544.jpg: 640x640 1 pneumonia, Done. (0.012s) image 207/3000 /content/Kaggle/JPG_test/031cc0e4-9e42-4bfe-9d0c-fb3170cfdc2f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 208/3000 /content/Kaggle/JPG_test/031eb51e-fec5-4b16-9bfd-2c6a49b2f34b.jpg: 640x640 2 pneumonias, Done. (0.014s) image 209/3000 /content/Kaggle/JPG_test/0320cae5-82c5-460e-96f8-754354697b8e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 210/3000 /content/Kaggle/JPG_test/03226a3c-7341-479d-8188-ebd0e52593a7.jpg: 640x640 Done. (0.012s) image 211/3000 /content/Kaggle/JPG_test/0322a3ad-3e24-4e6d-8f24-b68e3c61d88f.jpg: 640x640 2 pneumonias, Done. (0.014s) image 212/3000 /content/Kaggle/JPG_test/032463f7-34e0-4bf3-906a-09e5e2956882.jpg: 640x640 Done. (0.012s) image 213/3000 /content/Kaggle/JPG_test/032b9367-1ce3-44e8-9b74-8f3e2203e8ec.jpg: 640x640 1 pneumonia, Done. (0.012s) image 214/3000 /content/Kaggle/JPG_test/032bb477-dc70-491e-94f3-0ee5c8d43fb2.jpg: 640x640 Done. (0.012s) image 215/3000 /content/Kaggle/JPG_test/032d8361-e8b5-4e8a-905a-9fae58f42398.jpg: 640x640 Done. (0.012s) image 216/3000 /content/Kaggle/JPG_test/032f8386-fd1d-4ffd-b12a-263a4ce113ae.jpg: 640x640 2 pneumonias, Done. (0.013s) image 217/3000 /content/Kaggle/JPG_test/0332bce4-6181-48a5-ac40-b426f50abcc4.jpg: 640x640 Done. (0.013s) image 218/3000 /content/Kaggle/JPG_test/0336175b-db12-4592-806a-51a3ce54e5bf.jpg: 640x640 Done. (0.013s) image 219/3000 /content/Kaggle/JPG_test/03367507-9db5-496d-a20f-bc161f097d51.jpg: 640x640 3 pneumonias, Done. (0.016s) image 220/3000 /content/Kaggle/JPG_test/033af663-f044-43ab-a569-298cc4bf37bc.jpg: 640x640 1 pneumonia, Done. (0.013s) image 221/3000 /content/Kaggle/JPG_test/0340ffe8-feef-4b08-a1fa-328bb093361c.jpg: 640x640 Done. (0.012s) image 222/3000 /content/Kaggle/JPG_test/0343df14-527e-4f73-9a56-3fef4b0104de.jpg: 640x640 2 pneumonias, Done. (0.012s) image 223/3000 /content/Kaggle/JPG_test/0346fcf4-68e1-4027-b0e7-67b3d53f54b0.jpg: 640x640 Done. (0.012s) image 224/3000 /content/Kaggle/JPG_test/034ac9cb-fdc9-4e20-b39c-f4d9eaf8df91.jpg: 640x640 2 pneumonias, Done. (0.012s) image 225/3000 /content/Kaggle/JPG_test/034bda9f-cd72-457e-8dfc-e7ca6634fabe.jpg: 640x640 1 pneumonia, Done. (0.012s) image 226/3000 /content/Kaggle/JPG_test/034c963e-7d6e-4350-b2ff-8e534ccf562d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 227/3000 /content/Kaggle/JPG_test/034e373b-aa5d-4464-8528-a280a42bc651.jpg: 640x640 2 pneumonias, Done. (0.012s) image 228/3000 /content/Kaggle/JPG_test/034e908e-6cef-4ecb-82b3-d9c8a243a60e.jpg: 640x640 Done. (0.012s) image 229/3000 /content/Kaggle/JPG_test/03549d12-0dd8-4a61-ba7c-ecb4afe06200.jpg: 640x640 Done. (0.012s) image 230/3000 /content/Kaggle/JPG_test/0357ec4c-be16-4c0c-a0e9-7fa38df30c84.jpg: 640x640 Done. (0.012s) image 231/3000 /content/Kaggle/JPG_test/0358c757-07f5-4114-a1d6-d37b7aa9eb77.jpg: 640x640 2 pneumonias, Done. (0.012s) image 232/3000 /content/Kaggle/JPG_test/035a2dce-5d55-401c-9038-3fc93f291a97.jpg: 640x640 Done. (0.012s) image 233/3000 /content/Kaggle/JPG_test/035c8891-656e-4422-82a0-a53406dae9ba.jpg: 640x640 2 pneumonias, Done. (0.013s) image 234/3000 /content/Kaggle/JPG_test/035f53cc-065d-417b-85b4-b4a5a7243758.jpg: 640x640 1 pneumonia, Done. (0.011s) image 235/3000 /content/Kaggle/JPG_test/0360a37c-7f05-4809-a645-db5c0e790145.jpg: 640x640 2 pneumonias, Done. (0.012s) image 236/3000 /content/Kaggle/JPG_test/03627000-edeb-4f01-927a-50662d0deab8.jpg: 640x640 Done. (0.012s) image 237/3000 /content/Kaggle/JPG_test/03675081-3f27-4e22-a1dd-6cccd8c4cc92.jpg: 640x640 Done. (0.013s) image 238/3000 /content/Kaggle/JPG_test/036a4964-81d7-4d80-8511-5ad2d77f479e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 239/3000 /content/Kaggle/JPG_test/0371b8f9-9f18-4f4c-9c9c-38867e373437.jpg: 640x640 1 pneumonia, Done. (0.012s) image 240/3000 /content/Kaggle/JPG_test/03727d3c-2f77-4bd8-ae6f-002b30fda71c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 241/3000 /content/Kaggle/JPG_test/03772765-8195-404c-8bba-fd6dd5563213.jpg: 640x640 Done. (0.013s) image 242/3000 /content/Kaggle/JPG_test/0377791b-ae5b-4abb-b6ae-ac8582ac6f33.jpg: 640x640 3 pneumonias, Done. (0.012s) image 243/3000 /content/Kaggle/JPG_test/037876f4-0e2d-45c6-8e98-b1cac93b9066.jpg: 640x640 Done. (0.012s) image 244/3000 /content/Kaggle/JPG_test/037baafe-07de-49e7-ae6b-2fac90640f0b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 245/3000 /content/Kaggle/JPG_test/037d1b26-3dc7-48c2-b93c-214e7538c76d.jpg: 640x640 Done. (0.013s) image 246/3000 /content/Kaggle/JPG_test/037ed56b-77ae-4084-a0d3-26be1d8a46dd.jpg: 640x640 1 pneumonia, Done. (0.013s) image 247/3000 /content/Kaggle/JPG_test/037eff4a-1840-47bf-92d3-98898b91165d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 248/3000 /content/Kaggle/JPG_test/037f16ff-46b6-45bf-b737-74072c46fab7.jpg: 640x640 Done. (0.012s) image 249/3000 /content/Kaggle/JPG_test/037ffaa8-d381-41af-b14e-a95b2d4b347a.jpg: 640x640 2 pneumonias, Done. (0.014s) image 250/3000 /content/Kaggle/JPG_test/03800681-c722-448f-bf8c-635080a95f00.jpg: 640x640 1 pneumonia, Done. (0.013s) image 251/3000 /content/Kaggle/JPG_test/0382a252-b1b3-477d-bf8f-15da22a7f19c.jpg: 640x640 Done. (0.013s) image 252/3000 /content/Kaggle/JPG_test/03858c3a-5c32-4503-8888-58f2f601c1df.jpg: 640x640 Done. (0.012s) image 253/3000 /content/Kaggle/JPG_test/0385be2c-896e-489d-8b09-bac5694ce5ed.jpg: 640x640 1 pneumonia, Done. (0.012s) image 254/3000 /content/Kaggle/JPG_test/0385d49e-7642-445a-bffc-28915cee0056.jpg: 640x640 Done. (0.012s) image 255/3000 /content/Kaggle/JPG_test/03866050-4736-47c1-ab69-d084d6561b9e.jpg: 640x640 2 pneumonias, Done. (0.013s) image 256/3000 /content/Kaggle/JPG_test/0389a598-b5f0-43a5-9a98-7dfdd08e0b9f.jpg: 640x640 2 pneumonias, Done. (0.012s) image 257/3000 /content/Kaggle/JPG_test/038cd87f-d57f-4db6-9548-879dc697d656.jpg: 640x640 2 pneumonias, Done. (0.014s) image 258/3000 /content/Kaggle/JPG_test/03900c12-0a25-4a24-a3b6-38992cd7e050.jpg: 640x640 2 pneumonias, Done. (0.012s) image 259/3000 /content/Kaggle/JPG_test/03a37eda-cff4-4ad9-b5d7-5f9ab9dbbfe3.jpg: 640x640 1 pneumonia, Done. (0.012s) image 260/3000 /content/Kaggle/JPG_test/03a4ba96-d15e-4fb0-bcc5-a2987916786a.jpg: 640x640 Done. (0.013s) image 261/3000 /content/Kaggle/JPG_test/03a75f93-bdfb-4e5a-89f3-548b04fdbb5e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 262/3000 /content/Kaggle/JPG_test/03ae3399-3ca3-4e4e-bf4e-5e5d57dc20e3.jpg: 640x640 Done. (0.012s) image 263/3000 /content/Kaggle/JPG_test/03ae4a8a-0f24-4de4-a791-665db68a2f2c.jpg: 640x640 Done. (0.012s) image 264/3000 /content/Kaggle/JPG_test/03b045bf-4b5e-4530-817d-64c5973a57c4.jpg: 640x640 Done. (0.012s) image 265/3000 /content/Kaggle/JPG_test/03b16b8f-a03c-409c-8740-7e694b7d58e5.jpg: 640x640 Done. (0.012s) image 266/3000 /content/Kaggle/JPG_test/03bbf8a4-f4a1-46a0-a64a-6613d875f80b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 267/3000 /content/Kaggle/JPG_test/03bc0c5f-af69-4a4a-8f4e-e1301e0f9a4e.jpg: 640x640 Done. (0.012s) image 268/3000 /content/Kaggle/JPG_test/03bc2ba2-2617-4c8b-a0fe-81b0a915d066.jpg: 640x640 Done. (0.013s) image 269/3000 /content/Kaggle/JPG_test/03bc6e8d-73df-432c-92be-9f6fe2eb7e34.jpg: 640x640 2 pneumonias, Done. (0.013s) image 270/3000 /content/Kaggle/JPG_test/03beea3b-3d59-4f8d-a5f8-a02ae3bda6a2.jpg: 640x640 2 pneumonias, Done. (0.012s) image 271/3000 /content/Kaggle/JPG_test/03c86a26-4053-4e4f-8e3e-6229cb4c4881.jpg: 640x640 3 pneumonias, Done. (0.012s) image 272/3000 /content/Kaggle/JPG_test/03c9f53b-f5f8-4c9f-b69c-0986ab3fec68.jpg: 640x640 1 pneumonia, Done. (0.012s) image 273/3000 /content/Kaggle/JPG_test/03cc6b7a-4eef-46e3-98e0-fe3990325b36.jpg: 640x640 Done. (0.012s) image 274/3000 /content/Kaggle/JPG_test/03d837fb-4528-4e56-bf4e-58fbeae187bb.jpg: 640x640 1 pneumonia, Done. (0.013s) image 275/3000 /content/Kaggle/JPG_test/03dbe705-0a6c-434d-9b6c-93d7f2f76429.jpg: 640x640 1 pneumonia, Done. (0.017s) image 276/3000 /content/Kaggle/JPG_test/03dfd775-0cb4-4ede-9eba-e01df8a84965.jpg: 640x640 1 pneumonia, Done. (0.012s) image 277/3000 /content/Kaggle/JPG_test/03e146ff-fd62-4188-9ffa-c61b8f89ac8d.jpg: 640x640 Done. (0.013s) image 278/3000 /content/Kaggle/JPG_test/03e73ec7-8b85-49d3-9740-d6151fcc32f8.jpg: 640x640 2 pneumonias, Done. (0.012s) image 279/3000 /content/Kaggle/JPG_test/03f24805-e3c3-4943-ba67-a9bcb43a2533.jpg: 640x640 Done. (0.012s) image 280/3000 /content/Kaggle/JPG_test/03f95b1e-3378-4ccc-aa69-fdb7dd4d988a.jpg: 640x640 3 pneumonias, Done. (0.013s) image 281/3000 /content/Kaggle/JPG_test/03f9e13f-1239-4d82-802d-3ea20731e1db.jpg: 640x640 1 pneumonia, Done. (0.012s) image 282/3000 /content/Kaggle/JPG_test/03f9f71c-8f7f-47c1-b39a-14fbd3d30c98.jpg: 640x640 1 pneumonia, Done. (0.012s) image 283/3000 /content/Kaggle/JPG_test/03fc4207-b6f6-4c97-8d55-8f624ea91c50.jpg: 640x640 1 pneumonia, Done. (0.012s) image 284/3000 /content/Kaggle/JPG_test/03fcfa7a-8d70-437a-ad1e-7172023cbdeb.jpg: 640x640 1 pneumonia, Done. (0.012s) image 285/3000 /content/Kaggle/JPG_test/03fe8276-9e0a-4f77-816e-e0991f3b7dfb.jpg: 640x640 Done. (0.012s) image 286/3000 /content/Kaggle/JPG_test/03ff2e8b-e8c6-4a63-a426-f06c9a76d1ac.jpg: 640x640 1 pneumonia, Done. (0.012s) image 287/3000 /content/Kaggle/JPG_test/04026d9e-895d-4b87-9d73-3d6fb58e53a3.jpg: 640x640 Done. (0.015s) image 288/3000 /content/Kaggle/JPG_test/040cfecb-0984-4393-a977-924c75795809.jpg: 640x640 Done. (0.014s) image 289/3000 /content/Kaggle/JPG_test/04170f9f-5d56-4ef7-9960-0afe2b50f778.jpg: 640x640 Done. (0.012s) image 290/3000 /content/Kaggle/JPG_test/04176263-de7f-471b-9dc1-7a5af4e6d943.jpg: 640x640 3 pneumonias, Done. (0.012s) image 291/3000 /content/Kaggle/JPG_test/0417f292-9baa-47d3-a4a6-9cab52844cec.jpg: 640x640 3 pneumonias, Done. (0.012s) image 292/3000 /content/Kaggle/JPG_test/041a2204-51fb-4d23-8204-dd6a7a6f5ee3.jpg: 640x640 1 pneumonia, Done. (0.013s) image 293/3000 /content/Kaggle/JPG_test/041b4ab2-82e4-48a0-a8b1-4993144f212b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 294/3000 /content/Kaggle/JPG_test/04269ea9-d43c-4f01-a72a-d340fb49ff27.jpg: 640x640 2 pneumonias, Done. (0.014s) image 295/3000 /content/Kaggle/JPG_test/04273d76-c04b-44e0-b9bf-561e30c837f0.jpg: 640x640 Done. (0.013s) image 296/3000 /content/Kaggle/JPG_test/0428151f-e4fe-436c-bc09-12e3bd84f4df.jpg: 640x640 1 pneumonia, Done. (0.013s) image 297/3000 /content/Kaggle/JPG_test/0428a988-106d-4ce8-a67b-2ee1827a825a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 298/3000 /content/Kaggle/JPG_test/042d37c9-b83f-40f6-8d8e-85022c7f3a14.jpg: 640x640 2 pneumonias, Done. (0.012s) image 299/3000 /content/Kaggle/JPG_test/0431b96a-9e84-4d8b-8e9c-b28c91e10f4a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 300/3000 /content/Kaggle/JPG_test/043711b3-ff14-463a-b38a-6f8e2d0b1a9a.jpg: 640x640 Done. (0.012s) image 301/3000 /content/Kaggle/JPG_test/04384b80-0b9e-4744-85e4-f5184fc073e9.jpg: 640x640 2 pneumonias, Done. (0.012s) image 302/3000 /content/Kaggle/JPG_test/043d020e-c61b-40ac-8704-be5ed7ded293.jpg: 640x640 Done. (0.013s) image 303/3000 /content/Kaggle/JPG_test/043f1056-2a3c-4301-864c-6b2720350496.jpg: 640x640 2 pneumonias, Done. (0.012s) image 304/3000 /content/Kaggle/JPG_test/04420ae7-2c04-4c42-a0a9-58f12e211a50.jpg: 640x640 Done. (0.012s) image 305/3000 /content/Kaggle/JPG_test/0444a749-4fde-46be-8202-bc2ddb71d5d9.jpg: 640x640 2 pneumonias, Done. (0.012s) image 306/3000 /content/Kaggle/JPG_test/0444d942-dc61-46ed-b4a8-422f15b74087.jpg: 640x640 Done. (0.013s) image 307/3000 /content/Kaggle/JPG_test/044702b8-5ad7-493c-ac3b-1fe5292a62b2.jpg: 640x640 2 pneumonias, Done. (0.014s) image 308/3000 /content/Kaggle/JPG_test/04514c74-98f2-4f73-b39f-869e762dbb6d.jpg: 640x640 3 pneumonias, Done. (0.012s) image 309/3000 /content/Kaggle/JPG_test/0452d6c6-4693-4ade-8b20-46e09c719ada.jpg: 640x640 Done. (0.012s) image 310/3000 /content/Kaggle/JPG_test/04596200-fe71-4b08-8184-431a24a6c8b2.jpg: 640x640 1 pneumonia, Done. (0.012s) image 311/3000 /content/Kaggle/JPG_test/0459da81-0980-4cc7-82fb-4f50975cb52d.jpg: 640x640 Done. (0.012s) image 312/3000 /content/Kaggle/JPG_test/045d09ff-cc44-4c5f-952f-b83373bb2d93.jpg: 640x640 1 pneumonia, Done. (0.013s) image 313/3000 /content/Kaggle/JPG_test/045e5500-3dcc-4d9b-8dc2-a85c611dd497.jpg: 640x640 1 pneumonia, Done. (0.012s) image 314/3000 /content/Kaggle/JPG_test/045fad52-8652-4827-b725-cb616b4c482c.jpg: 640x640 Done. (0.012s) image 315/3000 /content/Kaggle/JPG_test/045fe561-d85a-4a9e-b0c4-9733f30305c7.jpg: 640x640 Done. (0.018s) image 316/3000 /content/Kaggle/JPG_test/04603933-3d07-4725-9d50-f4ff2302d7df.jpg: 640x640 2 pneumonias, Done. (0.012s) image 317/3000 /content/Kaggle/JPG_test/0460484c-d06c-4156-8690-89124ab751e8.jpg: 640x640 2 pneumonias, Done. (0.012s) image 318/3000 /content/Kaggle/JPG_test/0460e5b6-4298-419e-a930-d9aab8c4f271.jpg: 640x640 1 pneumonia, Done. (0.013s) image 319/3000 /content/Kaggle/JPG_test/04627a72-3f26-4b2e-864a-01da3abc0cee.jpg: 640x640 Done. (0.012s) image 320/3000 /content/Kaggle/JPG_test/04644a8f-bd70-484a-a4db-7ea330c6177c.jpg: 640x640 Done. (0.012s) image 321/3000 /content/Kaggle/JPG_test/0466a624-c075-4db1-9e03-f58d09bc27ff.jpg: 640x640 3 pneumonias, Done. (0.012s) image 322/3000 /content/Kaggle/JPG_test/0467d282-4548-4430-bc98-1c3dbfc96e8c.jpg: 640x640 Done. (0.012s) image 323/3000 /content/Kaggle/JPG_test/046a9f1a-abb6-4e75-94f5-a98a197a3ee9.jpg: 640x640 Done. (0.012s) image 324/3000 /content/Kaggle/JPG_test/046d7152-9614-49b3-8883-ebb9d3782205.jpg: 640x640 1 pneumonia, Done. (0.012s) image 325/3000 /content/Kaggle/JPG_test/047033df-5509-4b5b-9861-351b9a0bf4c4.jpg: 640x640 2 pneumonias, Done. (0.012s) image 326/3000 /content/Kaggle/JPG_test/0470a3c3-5ae2-4324-9460-5720aa55a2e6.jpg: 640x640 1 pneumonia, Done. (0.013s) image 327/3000 /content/Kaggle/JPG_test/04749fa3-5cb1-4f37-8156-f73a2083b392.jpg: 640x640 Done. (0.012s) image 328/3000 /content/Kaggle/JPG_test/04785916-0ae2-40b9-bd71-1698025326fa.jpg: 640x640 3 pneumonias, Done. (0.013s) image 329/3000 /content/Kaggle/JPG_test/047dd82b-ca05-4952-95f1-cf68900ac1fa.jpg: 640x640 1 pneumonia, Done. (0.012s) image 330/3000 /content/Kaggle/JPG_test/047e8da3-51cd-4ce3-8fd7-b954844c6acc.jpg: 640x640 Done. (0.013s) image 331/3000 /content/Kaggle/JPG_test/0483d8c8-2d15-4ae0-8034-4dca932e8ddd.jpg: 640x640 Done. (0.012s) image 332/3000 /content/Kaggle/JPG_test/04892909-51b5-475c-9234-e7e97fb77c83.jpg: 640x640 1 pneumonia, Done. (0.014s) image 333/3000 /content/Kaggle/JPG_test/048a59f8-9022-4598-8424-f8b0250a2e2a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 334/3000 /content/Kaggle/JPG_test/048a68fe-87f7-44a2-953d-d00651cc2605.jpg: 640x640 1 pneumonia, Done. (0.012s) image 335/3000 /content/Kaggle/JPG_test/048b36cf-7652-472c-ba61-6dfd977c8558.jpg: 640x640 Done. (0.012s) image 336/3000 /content/Kaggle/JPG_test/048db597-2cab-4d93-83f6-eec6594760c8.jpg: 640x640 2 pneumonias, Done. (0.013s) image 337/3000 /content/Kaggle/JPG_test/0490b4dd-cb7c-496a-b0ea-12244a055d57.jpg: 640x640 1 pneumonia, Done. (0.012s) image 338/3000 /content/Kaggle/JPG_test/0491ed4f-43cd-4fc2-93c7-dec9ce25590a.jpg: 640x640 Done. (0.014s) image 339/3000 /content/Kaggle/JPG_test/0497418b-3302-443f-aa7e-360cce158a8e.jpg: 640x640 Done. (0.012s) image 340/3000 /content/Kaggle/JPG_test/04994871-0d95-4104-9e60-9573851ee997.jpg: 640x640 1 pneumonia, Done. (0.012s) image 341/3000 /content/Kaggle/JPG_test/049d734b-adf3-4ae5-a955-c3e33139bb27.jpg: 640x640 2 pneumonias, Done. (0.012s) image 342/3000 /content/Kaggle/JPG_test/049de5c2-a8c8-46c9-bc9e-cf206f320df8.jpg: 640x640 Done. (0.012s) image 343/3000 /content/Kaggle/JPG_test/04a6a155-afbe-4ba6-88b2-d2f182d22f89.jpg: 640x640 1 pneumonia, Done. (0.012s) image 344/3000 /content/Kaggle/JPG_test/04b196dc-81cf-45f4-9180-e6766614599f.jpg: 640x640 2 pneumonias, Done. (0.012s) image 345/3000 /content/Kaggle/JPG_test/04b5819e-f756-48ae-824e-ca9c92520bbc.jpg: 640x640 Done. (0.013s) image 346/3000 /content/Kaggle/JPG_test/04ba9dc3-9cf1-41f5-9e4d-939bd69c97f6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 347/3000 /content/Kaggle/JPG_test/04bc24b8-8416-49d9-ba53-df71eb1c4c93.jpg: 640x640 1 pneumonia, Done. (0.013s) image 348/3000 /content/Kaggle/JPG_test/04bcc451-d63c-4845-a1d9-68539a4b4f3e.jpg: 640x640 Done. (0.012s) image 349/3000 /content/Kaggle/JPG_test/04bccc40-9a80-419a-9210-bd3c2114754b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 350/3000 /content/Kaggle/JPG_test/04c154cb-b57b-4b0f-9501-89a19da07a1c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 351/3000 /content/Kaggle/JPG_test/04c2264b-9e77-464d-92e6-0c6cec3a2393.jpg: 640x640 1 pneumonia, Done. (0.012s) image 352/3000 /content/Kaggle/JPG_test/04c755a9-47f5-47ac-ad3d-78534aecf983.jpg: 640x640 1 pneumonia, Done. (0.013s) image 353/3000 /content/Kaggle/JPG_test/04d35c6d-2ff0-4e0b-be77-d477f99bc825.jpg: 640x640 Done. (0.012s) image 354/3000 /content/Kaggle/JPG_test/04d90834-6551-496c-b0f3-3852797454e4.jpg: 640x640 Done. (0.011s) image 355/3000 /content/Kaggle/JPG_test/04df4d20-f843-487e-911e-8f68113172ce.jpg: 640x640 2 pneumonias, Done. (0.012s) image 356/3000 /content/Kaggle/JPG_test/04df7618-aaf9-4979-94d4-2964151de11f.jpg: 640x640 2 pneumonias, Done. (0.012s) image 357/3000 /content/Kaggle/JPG_test/04dfc89d-0cdd-43d9-8147-e70ed709adf1.jpg: 640x640 Done. (0.012s) image 358/3000 /content/Kaggle/JPG_test/04e7a717-567b-4dc3-93ef-6ba4bbdc4a5a.jpg: 640x640 Done. (0.012s) image 359/3000 /content/Kaggle/JPG_test/04eaa6de-99d9-4a90-bd0f-3fb9f486171b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 360/3000 /content/Kaggle/JPG_test/04fa2f57-3f81-4630-adda-b3d7529adb49.jpg: 640x640 2 pneumonias, Done. (0.012s) image 361/3000 /content/Kaggle/JPG_test/05069fa5-b964-4141-bb25-4f4b7307708c.jpg: 640x640 Done. (0.012s) image 362/3000 /content/Kaggle/JPG_test/0506fcd1-0923-49ed-9b17-fbae41bcdcdf.jpg: 640x640 Done. (0.012s) image 363/3000 /content/Kaggle/JPG_test/05099119-bb70-4efb-9cbd-03e9625528e4.jpg: 640x640 Done. (0.012s) image 364/3000 /content/Kaggle/JPG_test/050b393e-4356-4eeb-9587-9a9b51da624e.jpg: 640x640 Done. (0.012s) image 365/3000 /content/Kaggle/JPG_test/051592aa-45c3-451f-8d18-a23ab3e04fcd.jpg: 640x640 2 pneumonias, Done. (0.012s) image 366/3000 /content/Kaggle/JPG_test/051af36b-733d-4663-88f8-dcbe015f783d.jpg: 640x640 Done. (0.012s) image 367/3000 /content/Kaggle/JPG_test/0521179f-8de0-4ec9-80c4-2f6e36f157cb.jpg: 640x640 1 pneumonia, Done. (0.012s) image 368/3000 /content/Kaggle/JPG_test/0524e490-8eee-4342-8813-870acac6b222.jpg: 640x640 1 pneumonia, Done. (0.013s) image 369/3000 /content/Kaggle/JPG_test/052a7efe-e167-4c21-bac9-7151f524642b.jpg: 640x640 Done. (0.012s) image 370/3000 /content/Kaggle/JPG_test/05372f6c-91ef-4471-a35b-42d76f07267c.jpg: 640x640 2 pneumonias, Done. (0.012s) image 371/3000 /content/Kaggle/JPG_test/0537a83a-46eb-4b64-b8e3-43ede726cebd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 372/3000 /content/Kaggle/JPG_test/053becf8-f9a2-449a-8260-a1480a45b1da.jpg: 640x640 1 pneumonia, Done. (0.013s) image 373/3000 /content/Kaggle/JPG_test/0540925d-6075-4bb6-9007-020b53c08958.jpg: 640x640 1 pneumonia, Done. (0.012s) image 374/3000 /content/Kaggle/JPG_test/0543bdc7-dc00-4dc5-9ae2-e7f131e0d60c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 375/3000 /content/Kaggle/JPG_test/0549f9af-5fb2-4ec8-ba65-5c5c8cd79a2a.jpg: 640x640 Done. (0.012s) image 376/3000 /content/Kaggle/JPG_test/0550c5d5-941c-4995-9276-6401a8a4ffbe.jpg: 640x640 Done. (0.012s) image 377/3000 /content/Kaggle/JPG_test/0554cfe4-89b1-4bf0-8495-07a641f9412e.jpg: 640x640 Done. (0.013s) image 378/3000 /content/Kaggle/JPG_test/055e2e2b-065e-4855-b0c5-a1bca820abea.jpg: 640x640 1 pneumonia, Done. (0.013s) image 379/3000 /content/Kaggle/JPG_test/055ea522-3b80-4dd7-a757-5b21a8a440c8.jpg: 640x640 2 pneumonias, Done. (0.014s) image 380/3000 /content/Kaggle/JPG_test/0564ed66-bcd9-4f0d-a66b-846c1facd59f.jpg: 640x640 2 pneumonias, Done. (0.013s) image 381/3000 /content/Kaggle/JPG_test/0568aa9a-9326-4b3b-b3a2-2ef81bc42484.jpg: 640x640 2 pneumonias, Done. (0.013s) image 382/3000 /content/Kaggle/JPG_test/056aad32-f0ca-41bb-8153-9bb2904b5658.jpg: 640x640 Done. (0.012s) image 383/3000 /content/Kaggle/JPG_test/05728606-b93f-4bc2-bdb8-9f67281f1d99.jpg: 640x640 1 pneumonia, Done. (0.013s) image 384/3000 /content/Kaggle/JPG_test/0577274b-1c00-4a60-b8ff-322c8a01b2f5.jpg: 640x640 1 pneumonia, Done. (0.012s) image 385/3000 /content/Kaggle/JPG_test/057a7499-4836-44ef-9490-56b002cd63c2.jpg: 640x640 Done. (0.014s) image 386/3000 /content/Kaggle/JPG_test/057a8a94-42b3-4f8f-b1c6-1ea47715fda8.jpg: 640x640 Done. (0.012s) image 387/3000 /content/Kaggle/JPG_test/057e7feb-bc0f-4a17-bde0-3b9c20727e0e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 388/3000 /content/Kaggle/JPG_test/057e820a-bd8e-4c56-8713-08710d3b683a.jpg: 640x640 Done. (0.012s) image 389/3000 /content/Kaggle/JPG_test/0580d4c0-6700-467a-a81b-f39d3d037884.jpg: 640x640 1 pneumonia, Done. (0.013s) image 390/3000 /content/Kaggle/JPG_test/058240c8-1e00-4f7f-8a13-006aafd538eb.jpg: 640x640 2 pneumonias, Done. (0.012s) image 391/3000 /content/Kaggle/JPG_test/0586c1ed-1109-4d8b-baf7-a9fcd65dccd4.jpg: 640x640 Done. (0.013s) image 392/3000 /content/Kaggle/JPG_test/05904708-a1b1-42bc-996c-b384d06c3efd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 393/3000 /content/Kaggle/JPG_test/0591bb41-c6f2-4c5d-afbb-4816867c5305.jpg: 640x640 Done. (0.012s) image 394/3000 /content/Kaggle/JPG_test/0597c805-8002-459d-a02a-24240a5c18cf.jpg: 640x640 Done. (0.013s) image 395/3000 /content/Kaggle/JPG_test/059cdbab-5cdc-4b42-bf37-0423ae3eba0a.jpg: 640x640 Done. (0.012s) image 396/3000 /content/Kaggle/JPG_test/05a43f7e-f0c9-40b0-b705-8753feac0e26.jpg: 640x640 Done. (0.012s) image 397/3000 /content/Kaggle/JPG_test/05a44577-fe08-4581-abc8-7be37bb5476b.jpg: 640x640 Done. (0.012s) image 398/3000 /content/Kaggle/JPG_test/05a79b29-88d2-4782-a0a2-272e83890e0e.jpg: 640x640 Done. (0.012s) image 399/3000 /content/Kaggle/JPG_test/05a8f337-2b64-4355-aa35-b63289f3c911.jpg: 640x640 2 pneumonias, Done. (0.013s) image 400/3000 /content/Kaggle/JPG_test/05a96e6a-86a0-4163-a4de-388833f2dc75.jpg: 640x640 Done. (0.012s) image 401/3000 /content/Kaggle/JPG_test/05aa63ed-15bb-43eb-ba2a-08ebe2029c12.jpg: 640x640 1 pneumonia, Done. (0.012s) image 402/3000 /content/Kaggle/JPG_test/05addb62-12fa-4156-90b2-ee182486ee94.jpg: 640x640 1 pneumonia, Done. (0.014s) image 403/3000 /content/Kaggle/JPG_test/05ae568d-9153-4035-a5c0-33bafbf5b697.jpg: 640x640 1 pneumonia, Done. (0.012s) image 404/3000 /content/Kaggle/JPG_test/05ae73a4-cf3d-436b-b5f5-05cc25c6e9e3.jpg: 640x640 2 pneumonias, Done. (0.013s) image 405/3000 /content/Kaggle/JPG_test/05aea639-1039-47fa-b497-e071d0f6cb17.jpg: 640x640 1 pneumonia, Done. (0.012s) image 406/3000 /content/Kaggle/JPG_test/05afbf1d-d526-4280-a9fc-70052aefca40.jpg: 640x640 2 pneumonias, Done. (0.013s) image 407/3000 /content/Kaggle/JPG_test/05b0b6e5-e66c-4bcf-8516-4f7c052651d3.jpg: 640x640 Done. (0.013s) image 408/3000 /content/Kaggle/JPG_test/05b1c573-7f35-41b1-887d-bb6e8cedf29d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 409/3000 /content/Kaggle/JPG_test/05b1fb97-b4f8-4bb9-b154-27505856cf0d.jpg: 640x640 Done. (0.014s) image 410/3000 /content/Kaggle/JPG_test/05b2cc6d-8a25-47c8-a191-bbaaadf0bf64.jpg: 640x640 1 pneumonia, Done. (0.013s) image 411/3000 /content/Kaggle/JPG_test/0cdee6d0-ba84-434c-9d0b-8c570c6d6149.jpg: 640x640 2 pneumonias, Done. (0.013s) image 412/3000 /content/Kaggle/JPG_test/0ce4b9f1-7d93-49f4-a856-bd9308be5eae.jpg: 640x640 1 pneumonia, Done. (0.014s) image 413/3000 /content/Kaggle/JPG_test/0cef4200-5aa7-4cef-969c-ac9c0d855cc9.jpg: 640x640 2 pneumonias, Done. (0.013s) image 414/3000 /content/Kaggle/JPG_test/0cef9e32-622e-4703-80e1-c14460e9f716.jpg: 640x640 Done. (0.012s) image 415/3000 /content/Kaggle/JPG_test/0cf2d6d5-6124-47f7-94ed-78f1aefea44b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 416/3000 /content/Kaggle/JPG_test/0cf65c37-b3c5-4b10-a252-2808d80b2a0b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 417/3000 /content/Kaggle/JPG_test/0cf8860b-ee52-4b64-b8a6-5f753c64412b.jpg: 640x640 2 pneumonias, Done. (0.016s) image 418/3000 /content/Kaggle/JPG_test/0cfb46bb-a283-452f-80eb-1ed0404c9eda.jpg: 640x640 2 pneumonias, Done. (0.012s) image 419/3000 /content/Kaggle/JPG_test/0cfcd755-5c79-4fcd-9562-0b983f77d0c0.jpg: 640x640 2 pneumonias, Done. (0.012s) image 420/3000 /content/Kaggle/JPG_test/0d000250-5968-40f7-bcab-8b6cffd8ccb3.jpg: 640x640 Done. (0.012s) image 421/3000 /content/Kaggle/JPG_test/0d018344-f3a3-4ec9-9359-38187eea4a6d.jpg: 640x640 Done. (0.015s) image 422/3000 /content/Kaggle/JPG_test/0d069b31-66d8-439c-bdf2-d1c4b2cf3436.jpg: 640x640 Done. (0.012s) image 423/3000 /content/Kaggle/JPG_test/0d0a219a-f091-430b-a0c4-6a90faa1636c.jpg: 640x640 Done. (0.012s) image 424/3000 /content/Kaggle/JPG_test/0d153b8c-bfca-404f-b6fe-1d26a4d47740.jpg: 640x640 Done. (0.012s) image 425/3000 /content/Kaggle/JPG_test/0d1cf468-3791-40a7-8597-e0abb8b2d142.jpg: 640x640 Done. (0.014s) image 426/3000 /content/Kaggle/JPG_test/0d1d9291-e33e-4224-ab4e-c6b89f92a66c.jpg: 640x640 Done. (0.012s) image 427/3000 /content/Kaggle/JPG_test/0d2737a9-4f7c-4e6a-b37a-a620bce1bf8f.jpg: 640x640 Done. (0.015s) image 428/3000 /content/Kaggle/JPG_test/0d27aad9-1f0b-4e6b-ab42-c3950c1f3e8b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 429/3000 /content/Kaggle/JPG_test/0d2860d1-9550-42e8-be36-036fb4927bec.jpg: 640x640 1 pneumonia, Done. (0.015s) image 430/3000 /content/Kaggle/JPG_test/0d28dd97-ed8b-4635-82b6-61ec6dbd1224.jpg: 640x640 1 pneumonia, Done. (0.012s) image 431/3000 /content/Kaggle/JPG_test/0d2e49e0-8fae-480b-aaa7-eede76cf9d5a.jpg: 640x640 1 pneumonia, Done. (0.014s) image 432/3000 /content/Kaggle/JPG_test/0d2e6cd3-a646-4cad-942b-59fcf226fc27.jpg: 640x640 1 pneumonia, Done. (0.012s) image 433/3000 /content/Kaggle/JPG_test/0d2ed055-884d-42c9-b140-c5c3e4d74fdf.jpg: 640x640 Done. (0.012s) image 434/3000 /content/Kaggle/JPG_test/0d43180e-3e54-46ac-be8f-2418dfdd8cdf.jpg: 640x640 Done. (0.014s) image 435/3000 /content/Kaggle/JPG_test/0d4ee901-841b-4693-8200-76d4cb1b2482.jpg: 640x640 Done. (0.012s) image 436/3000 /content/Kaggle/JPG_test/0d4f4313-566e-4de4-96c2-e2879a2846ce.jpg: 640x640 1 pneumonia, Done. (0.012s) image 437/3000 /content/Kaggle/JPG_test/0d53594f-65b0-4d99-a5d3-c9568c8c6b56.jpg: 640x640 3 pneumonias, Done. (0.017s) image 438/3000 /content/Kaggle/JPG_test/0d55280e-edd7-48dd-bfce-7cd44ecfb3f7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 439/3000 /content/Kaggle/JPG_test/0d5b9d41-4d7b-4539-8f63-0bcbb56d3d59.jpg: 640x640 Done. (0.012s) image 440/3000 /content/Kaggle/JPG_test/0d5eccb8-befa-400a-b2ec-3bfee6004787.jpg: 640x640 Done. (0.012s) image 441/3000 /content/Kaggle/JPG_test/0d61f2f3-c991-4eda-b960-27a5949fecc7.jpg: 640x640 Done. (0.012s) image 442/3000 /content/Kaggle/JPG_test/0d6243f2-28a3-4b89-b461-de17dd77f1ca.jpg: 640x640 2 pneumonias, Done. (0.012s) image 443/3000 /content/Kaggle/JPG_test/0d6fd98f-b65e-464e-b492-16c047447433.jpg: 640x640 2 pneumonias, Done. (0.012s) image 444/3000 /content/Kaggle/JPG_test/0d7f141d-0954-4811-8c56-ba138b74da0c.jpg: 640x640 1 pneumonia, Done. (0.013s) image 445/3000 /content/Kaggle/JPG_test/0d8606bf-1f0c-4f8f-a271-dd40ed0ecf45.jpg: 640x640 2 pneumonias, Done. (0.014s) image 446/3000 /content/Kaggle/JPG_test/0d88a37a-d8d8-4f64-b2f1-7288acf8d80a.jpg: 640x640 Done. (0.012s) image 447/3000 /content/Kaggle/JPG_test/0d8965f0-e716-415c-b676-600d08e4415f.jpg: 640x640 2 pneumonias, Done. (0.013s) image 448/3000 /content/Kaggle/JPG_test/0d896bb0-111c-480c-b2b8-eaba5e65e826.jpg: 640x640 1 pneumonia, Done. (0.012s) image 449/3000 /content/Kaggle/JPG_test/0d8aefb2-3b62-4cf3-8adf-b2fd9f7570ca.jpg: 640x640 2 pneumonias, Done. (0.012s) image 450/3000 /content/Kaggle/JPG_test/0d90d83b-71b2-41b3-a385-312911ae911c.jpg: 640x640 Done. (0.012s) image 451/3000 /content/Kaggle/JPG_test/0da4074c-fa4b-4450-81b3-74282d6c49a6.jpg: 640x640 Done. (0.013s) image 452/3000 /content/Kaggle/JPG_test/0daac4c7-ca50-4ea5-a1f0-ef7376ad14cd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 453/3000 /content/Kaggle/JPG_test/0daea621-2fce-4908-9551-0e219d760c7f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 454/3000 /content/Kaggle/JPG_test/0db01d52-c8d4-490d-bf26-611a5a7616f4.jpg: 640x640 Done. (0.012s) image 455/3000 /content/Kaggle/JPG_test/0db02017-96d4-4aa5-ae23-4af0587cafbd.jpg: 640x640 3 pneumonias, Done. (0.012s) image 456/3000 /content/Kaggle/JPG_test/0db51798-2837-45d6-94a5-1459b8f63b1a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 457/3000 /content/Kaggle/JPG_test/0dbfe0c3-ec45-404f-ad6e-54683f28b52c.jpg: 640x640 Done. (0.013s) image 458/3000 /content/Kaggle/JPG_test/0dc2a698-4e8d-47cc-9d05-91be01fbe7b2.jpg: 640x640 Done. (0.013s) image 459/3000 /content/Kaggle/JPG_test/0dc83f2c-c930-49aa-83f0-e9ed0aadd976.jpg: 640x640 Done. (0.012s) image 460/3000 /content/Kaggle/JPG_test/0dcf2fda-af28-4473-8ac3-47bb30d332a8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 461/3000 /content/Kaggle/JPG_test/0dd5582d-16a6-41a8-b06b-8d15325d34a6.jpg: 640x640 3 pneumonias, Done. (0.012s) image 462/3000 /content/Kaggle/JPG_test/0dd5e84e-f64b-4226-abea-b7e11088eb05.jpg: 640x640 Done. (0.012s) image 463/3000 /content/Kaggle/JPG_test/0dd973cd-f375-447c-8c64-bc61a11ad0f7.jpg: 640x640 Done. (0.013s) image 464/3000 /content/Kaggle/JPG_test/0ddc2515-b699-4b06-9cce-f2b7c3602449.jpg: 640x640 1 pneumonia, Done. (0.012s) image 465/3000 /content/Kaggle/JPG_test/0dde0556-d227-4e56-a703-7791fb290b64.jpg: 640x640 3 pneumonias, Done. (0.012s) image 466/3000 /content/Kaggle/JPG_test/0de0ccbf-7a9b-4eea-a9a1-038dc249e6eb.jpg: 640x640 Done. (0.012s) image 467/3000 /content/Kaggle/JPG_test/0de14fa9-8f75-4e50-abda-1e5414b06e0d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 468/3000 /content/Kaggle/JPG_test/0de33fbf-998c-4c91-9561-df7343873bc2.jpg: 640x640 1 pneumonia, Done. (0.012s) image 469/3000 /content/Kaggle/JPG_test/0de684d0-d7e8-4784-80bc-b112a66425e6.jpg: 640x640 2 pneumonias, Done. (0.013s) image 470/3000 /content/Kaggle/JPG_test/0de94683-fb0c-444d-be13-7617a09a3247.jpg: 640x640 1 pneumonia, Done. (0.012s) image 471/3000 /content/Kaggle/JPG_test/0de98fbc-87d4-4a2a-bbc6-39d3cb18cd0c.jpg: 640x640 Done. (0.013s) image 472/3000 /content/Kaggle/JPG_test/0df38bf0-24eb-4e29-947f-02d95fd984c9.jpg: 640x640 Done. (0.012s) image 473/3000 /content/Kaggle/JPG_test/0df5618e-90fe-48dd-bb45-09ee59203884.jpg: 640x640 1 pneumonia, Done. (0.012s) image 474/3000 /content/Kaggle/JPG_test/0df7e57e-b1c5-4ccb-ad19-4348b8818882.jpg: 640x640 Done. (0.012s) image 475/3000 /content/Kaggle/JPG_test/0dfce29d-5d4b-4b2f-a248-b5db56f5a072.jpg: 640x640 Done. (0.011s) image 476/3000 /content/Kaggle/JPG_test/0dfe304d-a5b6-43b7-969e-754c6ebd7747.jpg: 640x640 1 pneumonia, Done. (0.012s) image 477/3000 /content/Kaggle/JPG_test/0dfe9ea1-0a54-475a-b44e-76cab0e078c9.jpg: 640x640 2 pneumonias, Done. (0.012s) image 478/3000 /content/Kaggle/JPG_test/0dfede2e-48be-42ec-aa22-d81d01df0e37.jpg: 640x640 2 pneumonias, Done. (0.012s) image 479/3000 /content/Kaggle/JPG_test/0e0083d7-5e56-4c71-bce6-1a4d3e02cdea.jpg: 640x640 1 pneumonia, Done. (0.012s) image 480/3000 /content/Kaggle/JPG_test/0e064c00-ba9b-49ba-af5b-cf52d819604c.jpg: 640x640 Done. (0.012s) image 481/3000 /content/Kaggle/JPG_test/0e097143-6cc3-4a55-ba45-0f60075a42e5.jpg: 640x640 2 pneumonias, Done. (0.011s) image 482/3000 /content/Kaggle/JPG_test/0e0d6fbf-58d4-49c3-b895-49ff617d2e39.jpg: 640x640 1 pneumonia, Done. (0.011s) image 483/3000 /content/Kaggle/JPG_test/0e0efd8d-820e-4845-965d-8d8336b45c82.jpg: 640x640 1 pneumonia, Done. (0.012s) image 484/3000 /content/Kaggle/JPG_test/0e133eeb-8b1f-491f-b9f2-9c2dcb393e82.jpg: 640x640 Done. (0.014s) image 485/3000 /content/Kaggle/JPG_test/0e164f1d-f081-4284-a374-d6b2ee3d4965.jpg: 640x640 2 pneumonias, Done. (0.012s) image 486/3000 /content/Kaggle/JPG_test/0e1664f0-f707-4bf0-9a33-4cc849e25284.jpg: 640x640 3 pneumonias, Done. (0.012s) image 487/3000 /content/Kaggle/JPG_test/0e1d3610-9f6c-43ea-861f-feb86643987a.jpg: 640x640 Done. (0.013s) image 488/3000 /content/Kaggle/JPG_test/0e334daf-a272-453d-8d3d-80d9f31d59b7.jpg: 640x640 2 pneumonias, Done. (0.012s) image 489/3000 /content/Kaggle/JPG_test/0e33ac1b-a76c-4e1a-b404-9bec63c25528.jpg: 640x640 Done. (0.013s) image 490/3000 /content/Kaggle/JPG_test/0e3720f8-0f46-4c42-8fa9-25aee26af12c.jpg: 640x640 Done. (0.012s) image 491/3000 /content/Kaggle/JPG_test/0e38f5ef-e94f-46d2-a67f-d3ca284e4351.jpg: 640x640 Done. (0.014s) image 492/3000 /content/Kaggle/JPG_test/0e3d4b94-9c67-4a3b-9805-389fe00addf9.jpg: 640x640 Done. (0.012s) image 493/3000 /content/Kaggle/JPG_test/0e3fcb29-79d1-43ff-a5e3-25d4e7c688cb.jpg: 640x640 1 pneumonia, Done. (0.013s) image 494/3000 /content/Kaggle/JPG_test/0e40c8e1-dd94-4ccf-8bf1-8938377704df.jpg: 640x640 1 pneumonia, Done. (0.012s) image 495/3000 /content/Kaggle/JPG_test/0e46f58b-4caa-4b3b-9306-3a68054bf193.jpg: 640x640 2 pneumonias, Done. (0.012s) image 496/3000 /content/Kaggle/JPG_test/0e4b53e0-0f1e-4005-9aae-97dc9717409f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 497/3000 /content/Kaggle/JPG_test/0e530c69-319b-413d-a9f3-2eb0810bba05.jpg: 640x640 3 pneumonias, Done. (0.012s) image 498/3000 /content/Kaggle/JPG_test/0e545167-0db9-44bd-acf2-ce879af3ebda.jpg: 640x640 Done. (0.012s) image 499/3000 /content/Kaggle/JPG_test/0e56226a-17c4-463b-aa1c-2c0297e15b63.jpg: 640x640 3 pneumonias, Done. (0.013s) image 500/3000 /content/Kaggle/JPG_test/0e57842a-77a3-4eeb-9261-9818c2707da1.jpg: 640x640 Done. (0.012s) image 501/3000 /content/Kaggle/JPG_test/0e5803f0-1653-4099-932c-e3df9f402772.jpg: 640x640 Done. (0.012s) image 502/3000 /content/Kaggle/JPG_test/0e586366-2ff8-443d-b09d-341467680c12.jpg: 640x640 Done. (0.013s) image 503/3000 /content/Kaggle/JPG_test/0e64b83a-7b7a-4bf2-9787-08cc6ca0c951.jpg: 640x640 2 pneumonias, Done. (0.013s) image 504/3000 /content/Kaggle/JPG_test/0e69231d-bdf2-4a34-ac38-7af04f5848a9.jpg: 640x640 Done. (0.012s) image 505/3000 /content/Kaggle/JPG_test/0e6afde7-3b82-48c0-8b9e-359eb15618fb.jpg: 640x640 Done. (0.013s) image 506/3000 /content/Kaggle/JPG_test/0e6ca7b6-3d33-4d09-8c1e-6c1d0ffaa844.jpg: 640x640 Done. (0.012s) image 507/3000 /content/Kaggle/JPG_test/0e6f8c38-40cc-4e14-b6a4-644b792362a9.jpg: 640x640 1 pneumonia, Done. (0.012s) image 508/3000 /content/Kaggle/JPG_test/0e74967f-8e25-4916-8133-b527f4df6dcf.jpg: 640x640 Done. (0.013s) image 509/3000 /content/Kaggle/JPG_test/0e777e72-c627-4599-89bc-9d86f9c197a5.jpg: 640x640 2 pneumonias, Done. (0.012s) image 510/3000 /content/Kaggle/JPG_test/0e7e1804-ef73-43db-9c3f-020464d7bb1f.jpg: 640x640 1 pneumonia, Done. (0.013s) image 511/3000 /content/Kaggle/JPG_test/0e85807d-4f11-43eb-9bf8-deecfcf79961.jpg: 640x640 1 pneumonia, Done. (0.013s) image 512/3000 /content/Kaggle/JPG_test/0e863460-f754-4139-8ffe-8742cb4ba145.jpg: 640x640 1 pneumonia, Done. (0.013s) image 513/3000 /content/Kaggle/JPG_test/0e8640ab-2f0b-461d-976a-7d86f128b57a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 514/3000 /content/Kaggle/JPG_test/0e8893e1-6a7f-4927-a15a-7fad5ec6cc66.jpg: 640x640 1 pneumonia, Done. (0.013s) image 515/3000 /content/Kaggle/JPG_test/0e8e07c6-ce6f-4bde-a85f-d437f0debd43.jpg: 640x640 1 pneumonia, Done. (0.013s) image 516/3000 /content/Kaggle/JPG_test/0e917a81-5107-47f5-b67d-c3f2f84700fc.jpg: 640x640 1 pneumonia, Done. (0.013s) image 517/3000 /content/Kaggle/JPG_test/0e93cd46-cdc6-47ae-897d-feeae8be5ddb.jpg: 640x640 Done. (0.013s) image 518/3000 /content/Kaggle/JPG_test/0e96c423-33e6-4881-bac3-b200a4a9eb94.jpg: 640x640 1 pneumonia, Done. (0.012s) image 519/3000 /content/Kaggle/JPG_test/0e9709fd-a769-4d60-8a06-29a41c7c8297.jpg: 640x640 1 pneumonia, Done. (0.012s) image 520/3000 /content/Kaggle/JPG_test/0e972c53-45ac-4313-a3c9-ffd5656b9619.jpg: 640x640 3 pneumonias, Done. (0.013s) image 521/3000 /content/Kaggle/JPG_test/0e9a0009-4464-4f18-bff5-8dae9645ae6a.jpg: 640x640 4 pneumonias, Done. (0.015s) image 522/3000 /content/Kaggle/JPG_test/0ea07d0e-43cd-485c-b205-0da9897cd3f5.jpg: 640x640 2 pneumonias, Done. (0.013s) image 523/3000 /content/Kaggle/JPG_test/0ea1e7fa-5d69-471e-9655-69542b15d3e7.jpg: 640x640 2 pneumonias, Done. (0.012s) image 524/3000 /content/Kaggle/JPG_test/0ea2a295-d334-4620-a993-28d72da2f094.jpg: 640x640 2 pneumonias, Done. (0.012s) image 525/3000 /content/Kaggle/JPG_test/0ea77882-9a44-463b-9141-b8a714c83dd1.jpg: 640x640 2 pneumonias, Done. (0.013s) image 526/3000 /content/Kaggle/JPG_test/0ea7fd2c-4275-4c7f-b9e0-d1aa3fc6be8b.jpg: 640x640 Done. (0.012s) image 527/3000 /content/Kaggle/JPG_test/0eabd32f-ebe9-4f0b-8307-3633f93a0e3e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 528/3000 /content/Kaggle/JPG_test/0eaf12d1-72c0-4c28-9dae-be7e43ec3f5c.jpg: 640x640 Done. (0.015s) image 529/3000 /content/Kaggle/JPG_test/0eb1398f-eb8f-42bf-ab65-665da6e5f94a.jpg: 640x640 1 pneumonia, Done. (0.014s) image 530/3000 /content/Kaggle/JPG_test/0eb34bbd-a1f9-4006-96e2-0ebcad6af512.jpg: 640x640 2 pneumonias, Done. (0.013s) image 531/3000 /content/Kaggle/JPG_test/0eb503bd-dd72-4ea8-9cde-c908bc1d8ea1.jpg: 640x640 Done. (0.012s) image 532/3000 /content/Kaggle/JPG_test/0eb58a9b-834f-4962-abfa-5c13b8a4b3cc.jpg: 640x640 2 pneumonias, Done. (0.013s) image 533/3000 /content/Kaggle/JPG_test/0eb59cbd-8343-4cf5-8851-3b247238e525.jpg: 640x640 1 pneumonia, Done. (0.012s) image 534/3000 /content/Kaggle/JPG_test/0eb6532a-ef0c-469d-b85a-d1e6a311d5fa.jpg: 640x640 1 pneumonia, Done. (0.018s) image 535/3000 /content/Kaggle/JPG_test/0ebee16a-b447-4679-ad2f-9eacd23f7901.jpg: 640x640 2 pneumonias, Done. (0.012s) image 536/3000 /content/Kaggle/JPG_test/0ec5b804-19f7-4c99-a8a1-feb091908447.jpg: 640x640 Done. (0.012s) image 537/3000 /content/Kaggle/JPG_test/0ec7d9ce-ff6e-4160-8c20-d6622096114b.jpg: 640x640 Done. (0.013s) image 538/3000 /content/Kaggle/JPG_test/0ec8f886-8fe0-4334-b0f4-fb2284d9e3f9.jpg: 640x640 4 pneumonias, Done. (0.011s) image 539/3000 /content/Kaggle/JPG_test/0ed5e143-7932-4179-8625-c66ab06aea09.jpg: 640x640 Done. (0.015s) image 540/3000 /content/Kaggle/JPG_test/0ed8ca2c-bf2d-4e95-8238-e26e59630bcd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 541/3000 /content/Kaggle/JPG_test/0ee4c769-5436-4c14-8d88-231c2dabd8bb.jpg: 640x640 Done. (0.012s) image 542/3000 /content/Kaggle/JPG_test/0ee6cf48-a6d8-480e-a404-b8e8503bcf36.jpg: 640x640 1 pneumonia, Done. (0.012s) image 543/3000 /content/Kaggle/JPG_test/0eec7e74-4d8e-496b-bf47-81f86547ecf4.jpg: 640x640 1 pneumonia, Done. (0.012s) image 544/3000 /content/Kaggle/JPG_test/0ef5e498-d7e4-438e-a957-3acb44e05372.jpg: 640x640 Done. (0.012s) image 545/3000 /content/Kaggle/JPG_test/0ef98861-e289-4e54-81b2-68f2812bf7f3.jpg: 640x640 1 pneumonia, Done. (0.012s) image 546/3000 /content/Kaggle/JPG_test/0efd119a-5eba-4c61-8d9e-56380651b4d9.jpg: 640x640 1 pneumonia, Done. (0.012s) image 547/3000 /content/Kaggle/JPG_test/0efedf3c-8bb9-44ed-85da-fe85f53cbe6a.jpg: 640x640 Done. (0.012s) image 548/3000 /content/Kaggle/JPG_test/0f047f94-8ff8-4a5a-93f7-2d0e3288b972.jpg: 640x640 1 pneumonia, Done. (0.012s) image 549/3000 /content/Kaggle/JPG_test/0f08ceaf-0815-4e90-bbf0-5252bdd05d29.jpg: 640x640 Done. (0.012s) image 550/3000 /content/Kaggle/JPG_test/0f0bdf32-57c5-4a1b-8f76-882dd3b093ee.jpg: 640x640 Done. (0.012s) image 551/3000 /content/Kaggle/JPG_test/0f0cb093-4030-4f30-824a-dc15e4d3d778.jpg: 640x640 1 pneumonia, Done. (0.013s) image 552/3000 /content/Kaggle/JPG_test/0f0f6887-ec83-44a1-a49d-7c7e127d51c0.jpg: 640x640 2 pneumonias, Done. (0.012s) image 553/3000 /content/Kaggle/JPG_test/0f12250b-7596-4a1e-a1df-dd18aa1f421b.jpg: 640x640 Done. (0.013s) image 554/3000 /content/Kaggle/JPG_test/0f162616-cc4a-46fe-a7a9-3637fa8889f5.jpg: 640x640 Done. (0.013s) image 555/3000 /content/Kaggle/JPG_test/0f165be0-0173-4a7c-8411-9b9b29e4f021.jpg: 640x640 1 pneumonia, Done. (0.013s) image 556/3000 /content/Kaggle/JPG_test/0f19e860-3c16-45ee-a439-2af97f902e35.jpg: 640x640 1 pneumonia, Done. (0.013s) image 557/3000 /content/Kaggle/JPG_test/0f1dc462-55cf-4c50-9ffe-16e1cec3cb79.jpg: 640x640 Done. (0.013s) image 558/3000 /content/Kaggle/JPG_test/0f1e9b1c-d6da-4897-a9cf-ae987927797e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 559/3000 /content/Kaggle/JPG_test/0f1f2c60-536e-4e50-b9f4-b90cc8c4cc2b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 560/3000 /content/Kaggle/JPG_test/0f227a5e-7cd0-4b8a-ae5a-7c089ce1d869.jpg: 640x640 Done. (0.012s) image 561/3000 /content/Kaggle/JPG_test/0f2454e6-2e7d-46b2-886e-70aaee4a2d0b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 562/3000 /content/Kaggle/JPG_test/0f2490f4-3b65-405c-9dbc-04a22a6fb0ea.jpg: 640x640 Done. (0.012s) image 563/3000 /content/Kaggle/JPG_test/0f27b2f6-0744-492f-b56d-82fdc7596725.jpg: 640x640 Done. (0.014s) image 564/3000 /content/Kaggle/JPG_test/0f29db26-5ee0-4f6b-a03e-0da08fdb0a3e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 565/3000 /content/Kaggle/JPG_test/0f322913-eeda-4f18-b112-a9da608c5a3a.jpg: 640x640 Done. (0.012s) image 566/3000 /content/Kaggle/JPG_test/0f3b2f60-d088-4e3e-b4fe-215bb5602926.jpg: 640x640 2 pneumonias, Done. (0.013s) image 567/3000 /content/Kaggle/JPG_test/0f418437-6440-4145-a7f7-b254a91f5240.jpg: 640x640 3 pneumonias, Done. (0.012s) image 568/3000 /content/Kaggle/JPG_test/0f45f625-9c2f-4c89-87d6-4131ed0b67a0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 569/3000 /content/Kaggle/JPG_test/0f47abd8-8c3f-40bf-a991-7d97ff1eb083.jpg: 640x640 1 pneumonia, Done. (0.012s) image 570/3000 /content/Kaggle/JPG_test/0f4962d2-c127-4a9e-be16-68b8a44c7810.jpg: 640x640 1 pneumonia, Done. (0.012s) image 571/3000 /content/Kaggle/JPG_test/0f4a6a43-8c30-412c-9535-1ff7acf27505.jpg: 640x640 3 pneumonias, Done. (0.012s) image 572/3000 /content/Kaggle/JPG_test/0f4cce56-c99d-47db-b9f6-2c95f4555c7d.jpg: 640x640 2 pneumonias, Done. (0.012s) image 573/3000 /content/Kaggle/JPG_test/0f580263-ccbe-4b30-96cd-e1929ed5d873.jpg: 640x640 Done. (0.012s) image 574/3000 /content/Kaggle/JPG_test/0f5e2671-46e0-4bbb-afe4-3b91a018548a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 575/3000 /content/Kaggle/JPG_test/0f5f6270-8811-4bfe-8ad6-cc6e1f3a786f.jpg: 640x640 1 pneumonia, Done. (0.011s) image 576/3000 /content/Kaggle/JPG_test/0f601e6a-80a3-4bd8-bfee-d00293058572.jpg: 640x640 2 pneumonias, Done. (0.012s) image 577/3000 /content/Kaggle/JPG_test/0f60de84-91e3-42f8-84ca-587f07437f48.jpg: 640x640 Done. (0.012s) image 578/3000 /content/Kaggle/JPG_test/0f62cec3-0d14-4a7b-bed3-230a4a0b9b3d.jpg: 640x640 Done. (0.012s) image 579/3000 /content/Kaggle/JPG_test/0f6a82fc-fe20-40bb-8be8-b4ee2a015e18.jpg: 640x640 2 pneumonias, Done. (0.011s) image 580/3000 /content/Kaggle/JPG_test/0f750c99-7add-4129-a7b4-21000786d550.jpg: 640x640 1 pneumonia, Done. (0.012s) image 581/3000 /content/Kaggle/JPG_test/0f787925-7338-489c-b565-df8a60253141.jpg: 640x640 1 pneumonia, Done. (0.012s) image 582/3000 /content/Kaggle/JPG_test/0f7b0aff-0bb2-462d-beb3-e8c98c30b654.jpg: 640x640 Done. (0.014s) image 583/3000 /content/Kaggle/JPG_test/0f7c5eb5-3cd5-4495-a5d9-9a2b4eff6165.jpg: 640x640 Done. (0.012s) image 584/3000 /content/Kaggle/JPG_test/0f7cb40f-fc3b-4778-90db-5becdbd5129f.jpg: 640x640 Done. (0.012s) image 585/3000 /content/Kaggle/JPG_test/0f7efeb8-fe98-4c57-b323-31f411914ecc.jpg: 640x640 Done. (0.012s) image 586/3000 /content/Kaggle/JPG_test/0f80eb4e-1ada-42d1-b97b-15bce30c41ad.jpg: 640x640 1 pneumonia, Done. (0.012s) image 587/3000 /content/Kaggle/JPG_test/0f8152fc-21a3-488f-b8bf-9d2e29436fb7.jpg: 640x640 Done. (0.012s) image 588/3000 /content/Kaggle/JPG_test/0f878881-50fb-4a61-bada-8c5d04c14017.jpg: 640x640 1 pneumonia, Done. (0.014s) image 589/3000 /content/Kaggle/JPG_test/0f87b598-ec56-4d40-96df-8ff204db814e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 590/3000 /content/Kaggle/JPG_test/0f8dbba2-2d4a-430e-a0e2-3d88dff1b785.jpg: 640x640 2 pneumonias, Done. (0.012s) image 591/3000 /content/Kaggle/JPG_test/0f923d95-7046-44ed-8aa7-243c0b98c881.jpg: 640x640 1 pneumonia, Done. (0.013s) image 592/3000 /content/Kaggle/JPG_test/0f96b5e6-6714-4613-af33-edfbdbc1e0bd.jpg: 640x640 1 pneumonia, Done. (0.013s) image 593/3000 /content/Kaggle/JPG_test/0f98a99c-27eb-4e7f-a307-549f33accd71.jpg: 640x640 1 pneumonia, Done. (0.012s) image 594/3000 /content/Kaggle/JPG_test/0f9b4ff9-cafe-4c96-b0e8-6e4c282ecb02.jpg: 640x640 1 pneumonia, Done. (0.012s) image 595/3000 /content/Kaggle/JPG_test/0f9d153b-7f89-40cb-92c7-2f7a7d423547.jpg: 640x640 1 pneumonia, Done. (0.012s) image 596/3000 /content/Kaggle/JPG_test/0f9f2955-cf07-40e3-9624-6d84654c9fb9.jpg: 640x640 2 pneumonias, Done. (0.012s) image 597/3000 /content/Kaggle/JPG_test/0f9f2b0c-bbd1-4afd-b0ba-ab3d84fab4c4.jpg: 640x640 1 pneumonia, Done. (0.015s) image 598/3000 /content/Kaggle/JPG_test/0fa36b70-6eb6-48fc-8f6b-4c3b74a4286d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 599/3000 /content/Kaggle/JPG_test/0fa44268-b43d-4c98-b179-6deb568f0fd7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 600/3000 /content/Kaggle/JPG_test/0fabf2e4-de44-4ff1-9afd-0593d4501ef3.jpg: 640x640 1 pneumonia, Done. (0.012s) image 601/3000 /content/Kaggle/JPG_test/0fb6b2ba-4aa1-4e18-b3b0-2248e7836ef7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 602/3000 /content/Kaggle/JPG_test/0fb7f9de-9fa3-40b9-bf27-7cea953b6058.jpg: 640x640 Done. (0.012s) image 603/3000 /content/Kaggle/JPG_test/0fb8908c-5485-472a-bffc-08a7f42c18ca.jpg: 640x640 2 pneumonias, Done. (0.013s) image 604/3000 /content/Kaggle/JPG_test/0fb9236e-e8bd-4dbc-81a2-c062caafdf43.jpg: 640x640 Done. (0.014s) image 605/3000 /content/Kaggle/JPG_test/0fbc887d-3851-4e9e-a96a-b85390a4c6bb.jpg: 640x640 Done. (0.013s) image 606/3000 /content/Kaggle/JPG_test/0fbfdf91-1994-4c3a-a7f4-ed1fe04cefa1.jpg: 640x640 1 pneumonia, Done. (0.013s) image 607/3000 /content/Kaggle/JPG_test/0fc6f60b-6a29-432a-94a5-a466eaaa91ab.jpg: 640x640 2 pneumonias, Done. (0.013s) image 608/3000 /content/Kaggle/JPG_test/0fc71688-34a8-4b14-8d21-896e1eecdfc5.jpg: 640x640 1 pneumonia, Done. (0.013s) image 609/3000 /content/Kaggle/JPG_test/0fcb8bee-5859-4cea-8320-7afdb6b8e293.jpg: 640x640 Done. (0.013s) image 610/3000 /content/Kaggle/JPG_test/0fd20e1e-d56d-43fc-a605-e5cd8b88ab00.jpg: 640x640 1 pneumonia, Done. (0.013s) image 611/3000 /content/Kaggle/JPG_test/0fd22ddf-e3c9-44a8-8e4d-c2e3aa4e0c98.jpg: 640x640 2 pneumonias, Done. (0.012s) image 612/3000 /content/Kaggle/JPG_test/0fd44b3f-975b-410c-97d1-a9f964d1f596.jpg: 640x640 1 pneumonia, Done. (0.012s) image 613/3000 /content/Kaggle/JPG_test/0fd5aab3-3587-4ae0-b80a-76854907b966.jpg: 640x640 2 pneumonias, Done. (0.013s) image 614/3000 /content/Kaggle/JPG_test/0fd6e7a8-7a16-4bbd-9da5-41c657c72d35.jpg: 640x640 1 pneumonia, Done. (0.012s) image 615/3000 /content/Kaggle/JPG_test/0fd95a7c-354c-4d5a-a950-af113d04c15d.jpg: 640x640 1 pneumonia, Done. (0.015s) image 616/3000 /content/Kaggle/JPG_test/0fd9a32b-6d8f-475e-8e3d-e223d39bee3b.jpg: 640x640 Done. (0.013s) image 617/3000 /content/Kaggle/JPG_test/0fe112ca-575b-490e-a266-b455a48a644c.jpg: 640x640 1 pneumonia, Done. (0.013s) image 618/3000 /content/Kaggle/JPG_test/0fe2c765-96fb-4500-9811-98fb684e583e.jpg: 640x640 Done. (0.012s) image 619/3000 /content/Kaggle/JPG_test/0fe81742-9643-47f1-9c77-7186610b1748.jpg: 640x640 1 pneumonia, Done. (0.014s) image 620/3000 /content/Kaggle/JPG_test/0feace69-7c67-461f-9243-63cab77dcc18.jpg: 640x640 Done. (0.012s) image 621/3000 /content/Kaggle/JPG_test/0feb1109-00d2-4efe-a9da-9827d1d7498b.jpg: 640x640 2 pneumonias, Done. (0.015s) image 622/3000 /content/Kaggle/JPG_test/0ff3dbd7-8d19-4129-9c8e-783b7644c750.jpg: 640x640 1 pneumonia, Done. (0.012s) image 623/3000 /content/Kaggle/JPG_test/0ff9da5a-f294-4566-87e2-924899770072.jpg: 640x640 Done. (0.013s) image 624/3000 /content/Kaggle/JPG_test/0ffb34e5-f3c7-49c9-b9cd-5b73354f562d.jpg: 640x640 Done. (0.012s) image 625/3000 /content/Kaggle/JPG_test/0ffb49c2-51e5-47dd-bfb9-2fe300e697e8.jpg: 640x640 Done. (0.012s) image 626/3000 /content/Kaggle/JPG_test/0ffc8b2e-bd55-4b3d-94b1-306e0e20a3dd.jpg: 640x640 Done. (0.013s) image 627/3000 /content/Kaggle/JPG_test/0ffcc21e-3dcb-4ca7-950b-856388a34d65.jpg: 640x640 Done. (0.012s) image 628/3000 /content/Kaggle/JPG_test/10018c2f-3283-458b-9f0a-55b39e8c29a6.jpg: 640x640 Done. (0.012s) image 629/3000 /content/Kaggle/JPG_test/1002ef3c-7022-4769-9dcb-498738fcad24.jpg: 640x640 1 pneumonia, Done. (0.012s) image 630/3000 /content/Kaggle/JPG_test/10070fcf-06e1-4d69-826c-27c91e7975dd.jpg: 640x640 2 pneumonias, Done. (0.012s) image 631/3000 /content/Kaggle/JPG_test/10090118-fe34-4225-bf51-62894ecb4994.jpg: 640x640 1 pneumonia, Done. (0.015s) image 632/3000 /content/Kaggle/JPG_test/1010ee15-41a3-4533-b5d9-d8f26946160b.jpg: 640x640 Done. (0.012s) image 633/3000 /content/Kaggle/JPG_test/10168b52-ed7a-4714-b6d3-751797713501.jpg: 640x640 Done. (0.012s) image 634/3000 /content/Kaggle/JPG_test/1016f480-01f3-41ca-8b3d-5f6d76b28db7.jpg: 640x640 Done. (0.012s) image 635/3000 /content/Kaggle/JPG_test/10182b23-2bc4-4b89-9cf0-b1338504de35.jpg: 640x640 2 pneumonias, Done. (0.013s) image 636/3000 /content/Kaggle/JPG_test/1018a3fa-be7c-4839-8cb4-a604a335f237.jpg: 640x640 1 pneumonia, Done. (0.012s) image 637/3000 /content/Kaggle/JPG_test/101d65c4-d5c5-4a85-8988-59c1dc02fada.jpg: 640x640 1 pneumonia, Done. (0.014s) image 638/3000 /content/Kaggle/JPG_test/101f8cfc-a28d-4622-ad18-65214f2e5441.jpg: 640x640 1 pneumonia, Done. (0.013s) image 639/3000 /content/Kaggle/JPG_test/10251185-c869-451a-8b36-491c2207ac95.jpg: 640x640 Done. (0.012s) image 640/3000 /content/Kaggle/JPG_test/10276fad-8690-4e43-8221-dd01bd77ce7f.jpg: 640x640 Done. (0.013s) image 641/3000 /content/Kaggle/JPG_test/102b3230-f521-48e9-807f-7f219d6778e6.jpg: 640x640 Done. (0.012s) image 642/3000 /content/Kaggle/JPG_test/1044cdf6-d7b5-4e65-b569-10418f948419.jpg: 640x640 Done. (0.012s) image 643/3000 /content/Kaggle/JPG_test/1049f4da-c709-42d0-ae4d-f957afd37a1d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 644/3000 /content/Kaggle/JPG_test/104a97b7-5dcd-44b7-9cab-4fffa8e46f45.jpg: 640x640 3 pneumonias, Done. (0.013s) image 645/3000 /content/Kaggle/JPG_test/104c0c31-7fd6-4529-a126-2832f343db46.jpg: 640x640 Done. (0.012s) image 646/3000 /content/Kaggle/JPG_test/104d7ee9-0ff7-48fa-a911-c8b3343e3459.jpg: 640x640 Done. (0.013s) image 647/3000 /content/Kaggle/JPG_test/104e23e0-9104-4a9d-856f-1e2463509643.jpg: 640x640 Done. (0.012s) image 648/3000 /content/Kaggle/JPG_test/104f01b9-7f61-49b4-836c-de1cef558910.jpg: 640x640 1 pneumonia, Done. (0.012s) image 649/3000 /content/Kaggle/JPG_test/10517e42-0a52-42c8-a3a8-d7e61ce9fb1d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 650/3000 /content/Kaggle/JPG_test/1054025e-ca58-40ed-b2d6-bce5ba677c97.jpg: 640x640 2 pneumonias, Done. (0.012s) image 651/3000 /content/Kaggle/JPG_test/105a84d8-760c-4158-9399-4ae9127ab813.jpg: 640x640 1 pneumonia, Done. (0.012s) image 652/3000 /content/Kaggle/JPG_test/105b67eb-bf68-4312-b594-cac7d97eed16.jpg: 640x640 2 pneumonias, Done. (0.012s) image 653/3000 /content/Kaggle/JPG_test/105d515f-b44e-4ba6-b4b1-b00b5354597e.jpg: 640x640 Done. (0.012s) image 654/3000 /content/Kaggle/JPG_test/1065459b-6495-4341-9e2d-b471488c3256.jpg: 640x640 2 pneumonias, Done. (0.012s) image 655/3000 /content/Kaggle/JPG_test/10689654-3a08-4582-b193-d821a2a9d3b8.jpg: 640x640 2 pneumonias, Done. (0.012s) image 656/3000 /content/Kaggle/JPG_test/106bed89-d6a6-44b6-b871-24c2289b1546.jpg: 640x640 1 pneumonia, Done. (0.012s) image 657/3000 /content/Kaggle/JPG_test/106db102-2a51-4785-aab1-9ab08588bc93.jpg: 640x640 Done. (0.012s) image 658/3000 /content/Kaggle/JPG_test/10712214-9adc-4f44-98d6-603aed45f496.jpg: 640x640 1 pneumonia, Done. (0.013s) image 659/3000 /content/Kaggle/JPG_test/10783fc2-79af-43bd-b5d9-dad212d58976.jpg: 640x640 1 pneumonia, Done. (0.013s) image 660/3000 /content/Kaggle/JPG_test/107c7217-0346-4614-9b31-f6649b87ff54.jpg: 640x640 2 pneumonias, Done. (0.012s) image 661/3000 /content/Kaggle/JPG_test/107cde4d-12de-42ce-ab5b-abd6a2c55c2b.jpg: 640x640 3 pneumonias, Done. (0.012s) image 662/3000 /content/Kaggle/JPG_test/107d9dee-2c7f-4a58-8bea-7b0ddf4885ba.jpg: 640x640 1 pneumonia, Done. (0.012s) image 663/3000 /content/Kaggle/JPG_test/107e772a-3ad0-4187-a01a-3d209c1434c1.jpg: 640x640 2 pneumonias, Done. (0.012s) image 664/3000 /content/Kaggle/JPG_test/108adcb0-0301-4db1-ac26-3c38e8fd388a.jpg: 640x640 2 pneumonias, Done. (0.013s) image 665/3000 /content/Kaggle/JPG_test/108c7abe-fd00-40f7-ac41-eb16f820b24b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 666/3000 /content/Kaggle/JPG_test/1095560b-dc4b-4896-a37d-3e8943ea1dcc.jpg: 640x640 Done. (0.012s) image 667/3000 /content/Kaggle/JPG_test/10a49eb0-7c77-4c65-b7bf-a35170c9e066.jpg: 640x640 Done. (0.012s) image 668/3000 /content/Kaggle/JPG_test/10a58805-abdf-4bd1-80bd-b76f8dd5c4f9.jpg: 640x640 1 pneumonia, Done. (0.012s) image 669/3000 /content/Kaggle/JPG_test/10a59d8f-d790-44b2-8007-b9f34bdf482a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 670/3000 /content/Kaggle/JPG_test/10aa9591-db75-447b-9d6a-b84678ff6d95.jpg: 640x640 Done. (0.013s) image 671/3000 /content/Kaggle/JPG_test/10ae6129-dc22-412d-924d-5c15f93f5408.jpg: 640x640 1 pneumonia, Done. (0.012s) image 672/3000 /content/Kaggle/JPG_test/10aea5ae-b0be-48e1-87cd-477c15a85772.jpg: 640x640 2 pneumonias, Done. (0.013s) image 673/3000 /content/Kaggle/JPG_test/10af7d7a-04cb-4805-9ce8-c1944f8558fd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 674/3000 /content/Kaggle/JPG_test/10b10a7f-c03d-4b05-991e-ad12c4035e6b.jpg: 640x640 Done. (0.012s) image 675/3000 /content/Kaggle/JPG_test/10b73213-154e-470b-b4c8-8f8ecbc5d756.jpg: 640x640 Done. (0.012s) image 676/3000 /content/Kaggle/JPG_test/10b9be09-1b44-421b-9651-546d207e5095.jpg: 640x640 Done. (0.012s) image 677/3000 /content/Kaggle/JPG_test/10ba1ebd-cdd9-4748-9183-4414f09de172.jpg: 640x640 1 pneumonia, Done. (0.012s) image 678/3000 /content/Kaggle/JPG_test/10c41e0f-35e9-4bd2-863f-4b7a69cede01.jpg: 640x640 2 pneumonias, Done. (0.013s) image 679/3000 /content/Kaggle/JPG_test/10c6f9ca-4e9f-48f3-848d-4a5c2b8daf89.jpg: 640x640 Done. (0.013s) image 680/3000 /content/Kaggle/JPG_test/10c7dc33-2d86-4522-92bf-044ad1da5260.jpg: 640x640 Done. (0.013s) image 681/3000 /content/Kaggle/JPG_test/10cdb6ec-b1e9-45ec-a3f3-2364dd30346b.jpg: 640x640 Done. (0.020s) image 682/3000 /content/Kaggle/JPG_test/10d00463-dfa9-45b6-8869-9674a7773069.jpg: 640x640 2 pneumonias, Done. (0.014s) image 683/3000 /content/Kaggle/JPG_test/10d51e48-d4c4-4a73-993d-0de2fd798444.jpg: 640x640 Done. (0.013s) image 684/3000 /content/Kaggle/JPG_test/10dc2ff9-550c-4370-88f4-2870e57bf8fe.jpg: 640x640 1 pneumonia, Done. (0.012s) image 685/3000 /content/Kaggle/JPG_test/10dd06b3-dfd5-4bfb-b2d2-184e8fc4d9be.jpg: 640x640 1 pneumonia, Done. (0.013s) image 686/3000 /content/Kaggle/JPG_test/10e2ab61-a66b-4f5f-a104-13b449d7db55.jpg: 640x640 1 pneumonia, Done. (0.013s) image 687/3000 /content/Kaggle/JPG_test/10ef40b9-f61e-4eab-98b6-759754cd6e00.jpg: 640x640 2 pneumonias, Done. (0.015s) image 688/3000 /content/Kaggle/JPG_test/10fc0af7-85b4-48e9-b632-534c7a0d53ba.jpg: 640x640 Done. (0.013s) image 689/3000 /content/Kaggle/JPG_test/10fc3464-bb8b-45fb-9861-b79d288e2368.jpg: 640x640 2 pneumonias, Done. (0.013s) image 690/3000 /content/Kaggle/JPG_test/10fc4fbc-0aad-447b-a9bc-88e840b409bb.jpg: 640x640 3 pneumonias, Done. (0.012s) image 691/3000 /content/Kaggle/JPG_test/10fcfa38-7221-4801-8e56-2c6282c5a15a.jpg: 640x640 Done. (0.013s) image 692/3000 /content/Kaggle/JPG_test/1106f9aa-23eb-44b5-b9c9-6a83c6a3c0bc.jpg: 640x640 2 pneumonias, Done. (0.013s) image 693/3000 /content/Kaggle/JPG_test/11070900-23ad-491a-9c16-fb4dce0091ee.jpg: 640x640 1 pneumonia, Done. (0.013s) image 694/3000 /content/Kaggle/JPG_test/110745d6-b723-471c-8d12-5a25324e1acb.jpg: 640x640 3 pneumonias, Done. (0.016s) image 695/3000 /content/Kaggle/JPG_test/110b101c-2cb9-48ba-b0da-1a3b375dbc55.jpg: 640x640 Done. (0.012s) image 696/3000 /content/Kaggle/JPG_test/110dfcba-05da-425e-a691-9e17a593f69b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 697/3000 /content/Kaggle/JPG_test/110f1159-37d3-4a37-b4ca-5df42ae6a851.jpg: 640x640 Done. (0.013s) image 698/3000 /content/Kaggle/JPG_test/11112783-2e0b-488c-bfb6-f8c7c782baa3.jpg: 640x640 2 pneumonias, Done. (0.015s) image 699/3000 /content/Kaggle/JPG_test/11149595-46a2-48b8-91d3-b9ebc4da8d88.jpg: 640x640 Done. (0.014s) image 700/3000 /content/Kaggle/JPG_test/1114d11a-201b-4105-8d7f-032dc2143e61.jpg: 640x640 2 pneumonias, Done. (0.012s) image 701/3000 /content/Kaggle/JPG_test/1114eeb8-c035-42f4-a038-13a806a568ad.jpg: 640x640 Done. (0.015s) image 702/3000 /content/Kaggle/JPG_test/1116dd1a-1427-4d22-b80c-08cc68764041.jpg: 640x640 1 pneumonia, Done. (0.013s) image 703/3000 /content/Kaggle/JPG_test/1118eb28-0e48-48b8-b352-2ab443454392.jpg: 640x640 Done. (0.013s) image 704/3000 /content/Kaggle/JPG_test/111a5edb-45b6-4ea1-9f78-eb00e3f9d357.jpg: 640x640 Done. (0.012s) image 705/3000 /content/Kaggle/JPG_test/112585e2-d08f-4740-8e17-6081789d5a76.jpg: 640x640 Done. (0.012s) image 706/3000 /content/Kaggle/JPG_test/11286989-850c-44c4-adac-50a7d762b77f.jpg: 640x640 2 pneumonias, Done. (0.014s) image 707/3000 /content/Kaggle/JPG_test/112b8a2a-9c9f-42da-8b2b-d342db8d28c9.jpg: 640x640 1 pneumonia, Done. (0.013s) image 708/3000 /content/Kaggle/JPG_test/112c8a69-cfec-425c-b9d9-fe07a0fd4ca7.jpg: 640x640 Done. (0.012s) image 709/3000 /content/Kaggle/JPG_test/112e899a-c3bc-46d8-831f-2b8c8cdba2dd.jpg: 640x640 Done. (0.013s) image 710/3000 /content/Kaggle/JPG_test/1130022a-5b49-4d2d-89d4-0886343b5bad.jpg: 640x640 Done. (0.013s) image 711/3000 /content/Kaggle/JPG_test/1132c48a-df90-4cc0-b40d-7ba0709458a8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 712/3000 /content/Kaggle/JPG_test/11344a9a-430f-46c8-a783-0eabcbfd88fd.jpg: 640x640 Done. (0.012s) image 713/3000 /content/Kaggle/JPG_test/11390d92-7bc4-4f66-818c-10794419bc37.jpg: 640x640 1 pneumonia, Done. (0.013s) image 714/3000 /content/Kaggle/JPG_test/113a0978-a57f-4989-b3a2-09af6cfac9a6.jpg: 640x640 1 pneumonia, Done. (0.013s) image 715/3000 /content/Kaggle/JPG_test/113b23a5-950e-49ee-ad17-c9dcdc2962b0.jpg: 640x640 1 pneumonia, Done. (0.013s) image 716/3000 /content/Kaggle/JPG_test/114131f4-3e2a-45cc-b3d1-0876fd9a5ed1.jpg: 640x640 Done. (0.013s) image 717/3000 /content/Kaggle/JPG_test/11433605-429a-49c9-bd20-c0b6c4b528a7.jpg: 640x640 1 pneumonia, Done. (0.013s) image 718/3000 /content/Kaggle/JPG_test/11436729-e5c7-40a4-b7b2-bfec506b6fed.jpg: 640x640 1 pneumonia, Done. (0.013s) image 719/3000 /content/Kaggle/JPG_test/1143fdaa-99cb-437d-88de-0a9299bf8e40.jpg: 640x640 Done. (0.013s) image 720/3000 /content/Kaggle/JPG_test/1143ff94-7f23-47df-b327-9c1dacd3f0a3.jpg: 640x640 Done. (0.016s) image 721/3000 /content/Kaggle/JPG_test/1145a218-f3d2-449f-a436-8ed5d86ec591.jpg: 640x640 Done. (0.012s) image 722/3000 /content/Kaggle/JPG_test/11463b21-b97a-4b0b-97e1-13ab4033dd22.jpg: 640x640 1 pneumonia, Done. (0.013s) image 723/3000 /content/Kaggle/JPG_test/114bf6af-d3ef-489c-a6fe-304f7ef36fd0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 724/3000 /content/Kaggle/JPG_test/114fe748-8d32-4aa5-81a0-6035023038a2.jpg: 640x640 2 pneumonias, Done. (0.012s) image 725/3000 /content/Kaggle/JPG_test/11506857-bfbc-43e7-859e-05d233e6b3d2.jpg: 640x640 2 pneumonias, Done. (0.013s) image 726/3000 /content/Kaggle/JPG_test/1150e4b2-a651-4125-81da-bcaf67bc1b95.jpg: 640x640 Done. (0.014s) image 727/3000 /content/Kaggle/JPG_test/115798c5-2cc7-4ad7-9619-15f95d6dda9d.jpg: 640x640 Done. (0.012s) image 728/3000 /content/Kaggle/JPG_test/11592fdd-4318-472c-ae9c-6f3a54d17f51.jpg: 640x640 1 pneumonia, Done. (0.012s) image 729/3000 /content/Kaggle/JPG_test/115b5f8f-d8e5-4063-b8d6-db51757b2d9e.jpg: 640x640 Done. (0.012s) image 730/3000 /content/Kaggle/JPG_test/11654d37-ddc6-47f6-8464-0b442afc0e13.jpg: 640x640 1 pneumonia, Done. (0.012s) image 731/3000 /content/Kaggle/JPG_test/116d7d17-9c3c-4e2a-99ab-cf3ac9d223d5.jpg: 640x640 Done. (0.012s) image 732/3000 /content/Kaggle/JPG_test/116d8744-60c9-4371-aad3-39c2375ae1f5.jpg: 640x640 Done. (0.013s) image 733/3000 /content/Kaggle/JPG_test/116dd2ea-16d5-4765-b800-cb77b72dbcf5.jpg: 640x640 2 pneumonias, Done. (0.012s) image 734/3000 /content/Kaggle/JPG_test/116e1a13-ac55-499d-bcc9-ae9e0bd450d2.jpg: 640x640 2 pneumonias, Done. (0.012s) image 735/3000 /content/Kaggle/JPG_test/116ec0ce-1607-4c39-88d7-58e6cd2a523b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 736/3000 /content/Kaggle/JPG_test/116fee2c-9f15-401a-8a7f-c260a6f5a8e0.jpg: 640x640 Done. (0.013s) image 737/3000 /content/Kaggle/JPG_test/11704a5a-ab04-4e97-aefa-f565a5f1b07c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 738/3000 /content/Kaggle/JPG_test/117061eb-6454-4f19-8730-95c65a4029bb.jpg: 640x640 2 pneumonias, Done. (0.015s) image 739/3000 /content/Kaggle/JPG_test/1177af10-f84a-4574-bf9f-36475010807a.jpg: 640x640 Done. (0.013s) image 740/3000 /content/Kaggle/JPG_test/117c95a3-afca-4d4d-9a51-480d92016472.jpg: 640x640 Done. (0.012s) image 741/3000 /content/Kaggle/JPG_test/117d67ee-2bb5-43a9-8cc8-d32ec1cf6b53.jpg: 640x640 Done. (0.012s) image 742/3000 /content/Kaggle/JPG_test/1180f1f4-b977-4024-9502-5a034664ab42.jpg: 640x640 2 pneumonias, Done. (0.012s) image 743/3000 /content/Kaggle/JPG_test/11878fd5-58f1-4dd0-b171-7c40612befb6.jpg: 640x640 2 pneumonias, Done. (0.013s) image 744/3000 /content/Kaggle/JPG_test/1189f742-0450-455c-8311-192da30f23b8.jpg: 640x640 Done. (0.012s) image 745/3000 /content/Kaggle/JPG_test/1189ff25-fae8-43e1-aefe-a2a67052c52e.jpg: 640x640 3 pneumonias, Done. (0.012s) image 746/3000 /content/Kaggle/JPG_test/118dee02-0518-44a3-b3b1-58a495d9f572.jpg: 640x640 3 pneumonias, Done. (0.013s) image 747/3000 /content/Kaggle/JPG_test/118e2eda-ca5c-467a-8f27-5cab723c3f46.jpg: 640x640 2 pneumonias, Done. (0.012s) image 748/3000 /content/Kaggle/JPG_test/118ee78d-51a6-449e-9691-33f64f92e1e6.jpg: 640x640 2 pneumonias, Done. (0.013s) image 749/3000 /content/Kaggle/JPG_test/11912f95-56ea-4747-8062-87e455a6c5e1.jpg: 640x640 2 pneumonias, Done. (0.012s) image 750/3000 /content/Kaggle/JPG_test/11921ca9-a014-41ca-90d1-deab38cbc348.jpg: 640x640 1 pneumonia, Done. (0.012s) image 751/3000 /content/Kaggle/JPG_test/11978f36-7caa-426b-8dd9-1bf9a6acc522.jpg: 640x640 Done. (0.012s) image 752/3000 /content/Kaggle/JPG_test/1197d549-cd90-4692-8985-a083ca49f8c8.jpg: 640x640 1 pneumonia, Done. (0.013s) image 753/3000 /content/Kaggle/JPG_test/11a04d2d-4f12-4876-abd3-baff3797e66e.jpg: 640x640 Done. (0.012s) image 754/3000 /content/Kaggle/JPG_test/11a2a4b6-0b05-4d40-a34b-5afbb2ca53d2.jpg: 640x640 Done. (0.012s) image 755/3000 /content/Kaggle/JPG_test/11a4b83b-8aa4-44af-a286-d15b40363e40.jpg: 640x640 1 pneumonia, Done. (0.013s) image 756/3000 /content/Kaggle/JPG_test/11ac44ae-ccb4-48a7-91e8-7541f7527ff5.jpg: 640x640 Done. (0.013s) image 757/3000 /content/Kaggle/JPG_test/11aebbf7-0f90-43a5-9358-b9373ad80524.jpg: 640x640 2 pneumonias, Done. (0.013s) image 758/3000 /content/Kaggle/JPG_test/11b01d48-9f9f-4c4f-b6e3-eb2df49e84b5.jpg: 640x640 2 pneumonias, Done. (0.016s) image 759/3000 /content/Kaggle/JPG_test/11b086d8-f29b-4809-ae14-747dfd3d59b5.jpg: 640x640 1 pneumonia, Done. (0.013s) image 760/3000 /content/Kaggle/JPG_test/11b77b1f-1da1-4803-b21e-b784500b5155.jpg: 640x640 1 pneumonia, Done. (0.012s) image 761/3000 /content/Kaggle/JPG_test/11ba8217-4fcc-4da8-a748-476260d6b3c6.jpg: 640x640 2 pneumonias, Done. (0.012s) image 762/3000 /content/Kaggle/JPG_test/11c0bbb9-f826-4473-af85-d976cfe8342b.jpg: 640x640 2 pneumonias, Done. (0.013s) image 763/3000 /content/Kaggle/JPG_test/11c0eec2-1878-4f9f-b73a-e3bee3a62173.jpg: 640x640 Done. (0.015s) image 764/3000 /content/Kaggle/JPG_test/11c194f2-c78e-4a1d-aed4-e1fdb7cfba3f.jpg: 640x640 2 pneumonias, Done. (0.012s) image 765/3000 /content/Kaggle/JPG_test/11c2071c-dab3-49b5-b120-41926283e5f6.jpg: 640x640 2 pneumonias, Done. (0.013s) image 766/3000 /content/Kaggle/JPG_test/11c520bb-8900-4372-98c8-8311903628fe.jpg: 640x640 Done. (0.013s) image 767/3000 /content/Kaggle/JPG_test/11c549a7-3e8e-47fb-8fc4-0e9fa7ced0d0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 768/3000 /content/Kaggle/JPG_test/11c7074c-e357-4032-b2e5-66a67d330545.jpg: 640x640 1 pneumonia, Done. (0.012s) image 769/3000 /content/Kaggle/JPG_test/11c88925-9d98-47bb-ac8d-2522fae2c565.jpg: 640x640 3 pneumonias, Done. (0.015s) image 770/3000 /content/Kaggle/JPG_test/11ca69eb-7835-4948-b9a3-7e85cd11966a.jpg: 640x640 Done. (0.012s) image 771/3000 /content/Kaggle/JPG_test/11ca6eb0-bf2f-46fa-a45b-6cb0870dae2a.jpg: 640x640 1 pneumonia, Done. (0.011s) image 772/3000 /content/Kaggle/JPG_test/11cc923f-ec9a-49c5-b4a3-ceb3c6da3273.jpg: 640x640 1 pneumonia, Done. (0.013s) image 773/3000 /content/Kaggle/JPG_test/11d0ddf4-12c0-4998-a16c-f35cd42e2ad0.jpg: 640x640 2 pneumonias, Done. (0.013s) image 774/3000 /content/Kaggle/JPG_test/11d11501-2a76-42a4-8d9b-48e662ee4ece.jpg: 640x640 2 pneumonias, Done. (0.012s) image 775/3000 /content/Kaggle/JPG_test/11d313d4-1d96-4da8-8fe0-8a0db9910d04.jpg: 640x640 2 pneumonias, Done. (0.012s) image 776/3000 /content/Kaggle/JPG_test/11d3578d-1e36-4211-871b-f2e9adb5cbd0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 777/3000 /content/Kaggle/JPG_test/11d66121-49b9-4365-8c43-f9d3474e7c52.jpg: 640x640 Done. (0.012s) image 778/3000 /content/Kaggle/JPG_test/11d8e7ba-de96-4640-8785-99b37b1ec264.jpg: 640x640 Done. (0.012s) image 779/3000 /content/Kaggle/JPG_test/11db91ba-17eb-4676-aae0-82d4588d1d2f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 780/3000 /content/Kaggle/JPG_test/11dd9dbf-6f5b-42eb-9e2d-1b410111c63e.jpg: 640x640 Done. (0.013s) image 781/3000 /content/Kaggle/JPG_test/11df5b6f-d134-4195-9cc0-6273e4be67c5.jpg: 640x640 1 pneumonia, Done. (0.011s) image 782/3000 /content/Kaggle/JPG_test/11e27545-3213-4f18-a07d-2498ba7c505b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 783/3000 /content/Kaggle/JPG_test/11e44920-87d0-477b-ab1f-9d21a533595b.jpg: 640x640 Done. (0.012s) image 784/3000 /content/Kaggle/JPG_test/11e44a67-9076-4adb-8ba7-497c39c1ac85.jpg: 640x640 2 pneumonias, Done. (0.012s) image 785/3000 /content/Kaggle/JPG_test/11e8b1c9-e4c4-437c-baa1-1019d4ad3c0d.jpg: 640x640 Done. (0.012s) image 786/3000 /content/Kaggle/JPG_test/11e9a762-f214-48c5-8f56-ebc96607cf70.jpg: 640x640 2 pneumonias, Done. (0.012s) image 787/3000 /content/Kaggle/JPG_test/11e9e19a-611e-4e9d-9ab6-04ba563c5916.jpg: 640x640 2 pneumonias, Done. (0.012s) image 788/3000 /content/Kaggle/JPG_test/11ea306d-5547-42cb-aa25-a02f151fe5ac.jpg: 640x640 Done. (0.012s) image 789/3000 /content/Kaggle/JPG_test/11ec9b28-f8cb-4954-8701-32ca9356310e.jpg: 640x640 2 pneumonias, Done. (0.013s) image 790/3000 /content/Kaggle/JPG_test/11efea2c-2129-432f-8478-7877d3b5952d.jpg: 640x640 2 pneumonias, Done. (0.012s) image 791/3000 /content/Kaggle/JPG_test/11f3fd57-b8c5-4345-8a32-d30b3316bf40.jpg: 640x640 1 pneumonia, Done. (0.012s) image 792/3000 /content/Kaggle/JPG_test/11f711fb-d27e-49fe-b028-c98e3a4814e9.jpg: 640x640 Done. (0.013s) image 793/3000 /content/Kaggle/JPG_test/11fc3649-c448-488a-8bf2-412ef14971d4.jpg: 640x640 1 pneumonia, Done. (0.013s) image 794/3000 /content/Kaggle/JPG_test/1201ab83-0037-4d57-acee-2b46d51286b8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 795/3000 /content/Kaggle/JPG_test/120a451e-4b61-45e2-b417-cde8bab08d7e.jpg: 640x640 Done. (0.012s) image 796/3000 /content/Kaggle/JPG_test/12139f3f-8b65-4307-937a-bbb105408e82.jpg: 640x640 3 pneumonias, Done. (0.015s) image 797/3000 /content/Kaggle/JPG_test/1213e7da-85a7-4407-96be-3852195cbf0a.jpg: 640x640 Done. (0.012s) image 798/3000 /content/Kaggle/JPG_test/1214d5d3-879d-4002-895f-413b03be4289.jpg: 640x640 Done. (0.013s) image 799/3000 /content/Kaggle/JPG_test/121711ca-e10e-495a-90e1-296b643f48e9.jpg: 640x640 Done. (0.012s) image 800/3000 /content/Kaggle/JPG_test/121df7c8-b968-4a56-847f-063915515223.jpg: 640x640 Done. (0.012s) image 801/3000 /content/Kaggle/JPG_test/12228fee-ec17-4d76-945d-cb7fc0e9c3c5.jpg: 640x640 2 pneumonias, Done. (0.013s) image 802/3000 /content/Kaggle/JPG_test/1225df58-5bdb-4dfb-bf61-9eeae31ac7c0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 803/3000 /content/Kaggle/JPG_test/1227e8ba-2415-4463-864d-6a0fe8941bc4.jpg: 640x640 Done. (0.013s) image 804/3000 /content/Kaggle/JPG_test/1239f15a-2c58-4c73-bcf9-f190c28b5520.jpg: 640x640 2 pneumonias, Done. (0.013s) image 805/3000 /content/Kaggle/JPG_test/123db563-c75b-4670-829b-11a29ff24617.jpg: 640x640 1 pneumonia, Done. (0.013s) image 806/3000 /content/Kaggle/JPG_test/12454b82-2e64-483c-946c-c5abdbe8b6e1.jpg: 640x640 1 pneumonia, Done. (0.012s) image 807/3000 /content/Kaggle/JPG_test/1248dd39-a0bf-4926-8636-86740b194a4a.jpg: 640x640 2 pneumonias, Done. (0.016s) image 808/3000 /content/Kaggle/JPG_test/1248f215-6948-4e7d-a320-13f50ca31f23.jpg: 640x640 2 pneumonias, Done. (0.012s) image 809/3000 /content/Kaggle/JPG_test/124cea62-1b6c-445b-b34c-99e6979d0316.jpg: 640x640 Done. (0.012s) image 810/3000 /content/Kaggle/JPG_test/124d7c34-d9f3-4c96-b20d-467f9f291926.jpg: 640x640 1 pneumonia, Done. (0.012s) image 811/3000 /content/Kaggle/JPG_test/12529311-6e33-42f7-a76a-c3b05a7260ff.jpg: 640x640 Done. (0.012s) image 812/3000 /content/Kaggle/JPG_test/12564587-f259-4659-8aac-2c5cd7e48a89.jpg: 640x640 2 pneumonias, Done. (0.015s) image 813/3000 /content/Kaggle/JPG_test/1257b585-ec7b-4970-bee7-8a565f93e1e3.jpg: 640x640 2 pneumonias, Done. (0.013s) image 814/3000 /content/Kaggle/JPG_test/1257b878-e99c-42ff-a4cb-137a369afa8f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 815/3000 /content/Kaggle/JPG_test/125917b3-7c5c-4d83-b6e5-6ca2fc79f5a0.jpg: 640x640 Done. (0.013s) image 816/3000 /content/Kaggle/JPG_test/125f413a-7779-4838-9cb7-9efe81270b01.jpg: 640x640 1 pneumonia, Done. (0.013s) image 817/3000 /content/Kaggle/JPG_test/1263a9b3-0492-402e-a152-42a024955a68.jpg: 640x640 Done. (0.012s) image 818/3000 /content/Kaggle/JPG_test/12659873-934f-4fa0-b1cd-1ca664ff536d.jpg: 640x640 2 pneumonias, Done. (0.013s) image 819/3000 /content/Kaggle/JPG_test/126a05e4-2be6-464f-8f6b-dc1a4e4b1103.jpg: 640x640 1 pneumonia, Done. (0.012s) image 820/3000 /content/Kaggle/JPG_test/126d14a0-995c-4e32-ba29-121c7ba2672c.jpg: 640x640 1 pneumonia, Done. (0.013s) image 821/3000 /content/Kaggle/JPG_test/126d9f1a-7dfe-4616-a917-57499b15d9bf.jpg: 640x640 2 pneumonias, Done. (0.016s) image 822/3000 /content/Kaggle/JPG_test/126dfeaa-4a0b-4416-9ef3-4aa9342fb464.jpg: 640x640 1 pneumonia, Done. (0.012s) image 823/3000 /content/Kaggle/JPG_test/1270a024-bebe-4b8f-8702-f029f51d532e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 824/3000 /content/Kaggle/JPG_test/1276733d-ebf1-48c2-b923-1b1504b08f1d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 825/3000 /content/Kaggle/JPG_test/1277f37b-d591-48ad-8d7d-fcf85c5cf40f.jpg: 640x640 Done. (0.012s) image 826/3000 /content/Kaggle/JPG_test/127927b9-3b70-41dc-b366-ac41d2ba0420.jpg: 640x640 Done. (0.014s) image 827/3000 /content/Kaggle/JPG_test/127bb3ff-0c96-4c4a-9658-918ae798ee7b.jpg: 640x640 Done. (0.012s) image 828/3000 /content/Kaggle/JPG_test/12848ba9-abb4-47cd-8168-469d5455e9e5.jpg: 640x640 Done. (0.012s) image 829/3000 /content/Kaggle/JPG_test/1285111b-557d-4f58-85d3-7a1425c7602e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 830/3000 /content/Kaggle/JPG_test/128b0c29-842f-4eaa-bdd3-b36102d2062c.jpg: 640x640 Done. (0.013s) image 831/3000 /content/Kaggle/JPG_test/1290a3a2-1908-4aa4-9ec9-60eb79efac1e.jpg: 640x640 Done. (0.013s) image 832/3000 /content/Kaggle/JPG_test/12934bb0-bf43-4ba0-ab27-718c338f2c63.jpg: 640x640 Done. (0.013s) image 833/3000 /content/Kaggle/JPG_test/129459d4-fbde-469b-b038-6f5fd9ab05e2.jpg: 640x640 Done. (0.012s) image 834/3000 /content/Kaggle/JPG_test/12986940-5cf4-43b9-8506-8046abc4599e.jpg: 640x640 Done. (0.012s) image 835/3000 /content/Kaggle/JPG_test/129c5c38-17a8-4318-b118-a0e3232da1d5.jpg: 640x640 Done. (0.012s) image 836/3000 /content/Kaggle/JPG_test/129cc66d-d78f-4122-a439-933268ea5c00.jpg: 640x640 4 pneumonias, Done. (0.013s) image 837/3000 /content/Kaggle/JPG_test/12a58875-1f8e-421a-a74f-510991390b39.jpg: 640x640 Done. (0.012s) image 838/3000 /content/Kaggle/JPG_test/12ab7f52-d26f-4a18-8004-06fbb1741f7b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 839/3000 /content/Kaggle/JPG_test/12abc170-f1fe-45d3-b574-2f4d030e40cd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 840/3000 /content/Kaggle/JPG_test/12ae8142-dee0-4385-a869-859b3e5d77a2.jpg: 640x640 2 pneumonias, Done. (0.011s) image 841/3000 /content/Kaggle/JPG_test/12aebd0f-4ff9-41d0-8e99-00dd3cb8911d.jpg: 640x640 2 pneumonias, Done. (0.012s) image 842/3000 /content/Kaggle/JPG_test/12afd2de-39ff-482c-ac4d-a2456e9a0c0f.jpg: 640x640 Done. (0.012s) image 843/3000 /content/Kaggle/JPG_test/12b35131-8b22-4d87-9c36-ecf05e265952.jpg: 640x640 1 pneumonia, Done. (0.011s) image 844/3000 /content/Kaggle/JPG_test/12b438e7-689e-4f9a-b4d7-9e95ff3db2f1.jpg: 640x640 2 pneumonias, Done. (0.012s) image 845/3000 /content/Kaggle/JPG_test/12b9bab6-2905-4567-a9ef-235f5bd2f08e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 846/3000 /content/Kaggle/JPG_test/12bc1490-aec0-4825-9ff2-3f1ad9e873c3.jpg: 640x640 1 pneumonia, Done. (0.011s) image 847/3000 /content/Kaggle/JPG_test/12bc974e-550d-4ce2-84bd-467733c8f388.jpg: 640x640 Done. (0.011s) image 848/3000 /content/Kaggle/JPG_test/12bceb5e-333a-4119-9bf9-e3ef59ead596.jpg: 640x640 Done. (0.011s) image 849/3000 /content/Kaggle/JPG_test/12c1a551-d9f9-488e-9454-125b469899d9.jpg: 640x640 2 pneumonias, Done. (0.012s) image 850/3000 /content/Kaggle/JPG_test/12c380a9-97e9-475d-9e67-49e416fd6c00.jpg: 640x640 Done. (0.012s) image 851/3000 /content/Kaggle/JPG_test/12c4c9a8-99c7-46b4-a738-2fa2b7027180.jpg: 640x640 1 pneumonia, Done. (0.012s) image 852/3000 /content/Kaggle/JPG_test/12c940f0-3238-452f-a653-f8bbdbc4670e.jpg: 640x640 2 pneumonias, Done. (0.014s) image 853/3000 /content/Kaggle/JPG_test/12d00691-389c-42bd-a945-62fdc69edb2f.jpg: 640x640 Done. (0.013s) image 854/3000 /content/Kaggle/JPG_test/12d17a68-14af-4b15-8b8c-10dd13630f2b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 855/3000 /content/Kaggle/JPG_test/12d54b89-35a7-499b-b505-6ce039fbc82a.jpg: 640x640 Done. (0.012s) image 856/3000 /content/Kaggle/JPG_test/12d70948-c153-45bd-9942-e6cc07d54d07.jpg: 640x640 Done. (0.015s) image 857/3000 /content/Kaggle/JPG_test/12d84104-ce46-484e-9440-70f51b908923.jpg: 640x640 2 pneumonias, Done. (0.012s) image 858/3000 /content/Kaggle/JPG_test/12e4ed21-07e3-471c-9b2d-e71b128d3fde.jpg: 640x640 1 pneumonia, Done. (0.013s) image 859/3000 /content/Kaggle/JPG_test/12e74970-6a35-4aa1-be83-dd198f15e68a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 860/3000 /content/Kaggle/JPG_test/12e96e90-f62c-4b4e-8c3e-2680d75a5afe.jpg: 640x640 Done. (0.013s) image 861/3000 /content/Kaggle/JPG_test/12f064d8-50d3-4e57-9960-88b720ea8638.jpg: 640x640 Done. (0.012s) image 862/3000 /content/Kaggle/JPG_test/12f430d2-d15c-4191-be63-5dfc4df179ed.jpg: 640x640 Done. (0.013s) image 863/3000 /content/Kaggle/JPG_test/12f50cdb-7dca-4ef1-9f75-d36c540ea830.jpg: 640x640 1 pneumonia, Done. (0.012s) image 864/3000 /content/Kaggle/JPG_test/12fd215b-2803-4ceb-b4ef-0a87e0367195.jpg: 640x640 1 pneumonia, Done. (0.013s) image 865/3000 /content/Kaggle/JPG_test/13038f21-5a9c-4c77-848e-0cea101a1079.jpg: 640x640 1 pneumonia, Done. (0.012s) image 866/3000 /content/Kaggle/JPG_test/13060344-a70e-478a-8754-378e72ba00c3.jpg: 640x640 1 pneumonia, Done. (0.014s) image 867/3000 /content/Kaggle/JPG_test/1307e549-4650-408e-b731-9a8b07b8087d.jpg: 640x640 Done. (0.012s) image 868/3000 /content/Kaggle/JPG_test/1307fbf9-4930-4087-83d0-fa703b22b114.jpg: 640x640 Done. (0.013s) image 869/3000 /content/Kaggle/JPG_test/130a294d-b0ce-4602-a863-60720c12aa00.jpg: 640x640 1 pneumonia, Done. (0.012s) image 870/3000 /content/Kaggle/JPG_test/130ad3bd-a55a-4d69-948c-2bff580e9683.jpg: 640x640 3 pneumonias, Done. (0.014s) image 871/3000 /content/Kaggle/JPG_test/130ecb79-9e58-462a-9bb8-c3ebeeade06a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 872/3000 /content/Kaggle/JPG_test/131224d5-2c75-4cf6-aeda-b2dce902291a.jpg: 640x640 Done. (0.014s) image 873/3000 /content/Kaggle/JPG_test/131579a7-8290-4940-af1b-60933c40e0d9.jpg: 640x640 2 pneumonias, Done. (0.013s) image 874/3000 /content/Kaggle/JPG_test/131d0246-5f29-49a9-918a-d4f545500e38.jpg: 640x640 1 pneumonia, Done. (0.014s) image 875/3000 /content/Kaggle/JPG_test/131e619a-f15c-4c89-97fe-64c484e17834.jpg: 640x640 3 pneumonias, Done. (0.012s) image 876/3000 /content/Kaggle/JPG_test/131f718e-66b8-4094-a0fa-d34795732239.jpg: 640x640 1 pneumonia, Done. (0.012s) image 877/3000 /content/Kaggle/JPG_test/1320b620-85f7-41b2-9dc7-38009839ca19.jpg: 640x640 1 pneumonia, Done. (0.012s) image 878/3000 /content/Kaggle/JPG_test/13213d41-f74c-4806-a6b0-1703893e5a80.jpg: 640x640 Done. (0.013s) image 879/3000 /content/Kaggle/JPG_test/1321fbe3-c31e-4c0e-bac8-73afbb04230a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 880/3000 /content/Kaggle/JPG_test/13233462-867a-425a-9857-636482a85e07.jpg: 640x640 1 pneumonia, Done. (0.012s) image 881/3000 /content/Kaggle/JPG_test/13264410-8b62-4fc3-8e95-eb0088863a24.jpg: 640x640 1 pneumonia, Done. (0.012s) image 882/3000 /content/Kaggle/JPG_test/1328d56a-5b37-41b2-bc1b-a6c90989c642.jpg: 640x640 Done. (0.012s) image 883/3000 /content/Kaggle/JPG_test/1329a445-b597-4565-bce3-3af1e5866df2.jpg: 640x640 1 pneumonia, Done. (0.013s) image 884/3000 /content/Kaggle/JPG_test/132d011d-f83a-45ac-853b-a2c6d169d6f2.jpg: 640x640 1 pneumonia, Done. (0.012s) image 885/3000 /content/Kaggle/JPG_test/132e730c-0773-4adf-bd29-572c1298d699.jpg: 640x640 Done. (0.013s) image 886/3000 /content/Kaggle/JPG_test/1337e45e-cdf2-4950-a82f-6361c62dc78c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 887/3000 /content/Kaggle/JPG_test/1337f120-9eae-42bb-a531-3162ea0226a6.jpg: 640x640 1 pneumonia, Done. (0.013s) image 888/3000 /content/Kaggle/JPG_test/133b12ec-d8af-48d6-8c4d-4cf3e92eabb5.jpg: 640x640 Done. (0.013s) image 889/3000 /content/Kaggle/JPG_test/133d3fcb-f893-430a-9ee0-07a720e4b19e.jpg: 640x640 Done. (0.012s) image 890/3000 /content/Kaggle/JPG_test/133f1124-15d1-406f-aa63-2975f8a3cb90.jpg: 640x640 1 pneumonia, Done. (0.012s) image 891/3000 /content/Kaggle/JPG_test/1341ac17-b441-47ce-b396-65491fcc6e07.jpg: 640x640 2 pneumonias, Done. (0.012s) image 892/3000 /content/Kaggle/JPG_test/1342a8a2-ca78-4f73-93f1-01c07b298c8c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 893/3000 /content/Kaggle/JPG_test/13455fde-0e70-408a-a177-8acf2dfd1966.jpg: 640x640 1 pneumonia, Done. (0.011s) image 894/3000 /content/Kaggle/JPG_test/134579da-ee59-40a1-a6c1-3d84b9dbbd31.jpg: 640x640 Done. (0.013s) image 895/3000 /content/Kaggle/JPG_test/13467426-284b-443d-a3d8-8ae4fdb26b0a.jpg: 640x640 Done. (0.013s) image 896/3000 /content/Kaggle/JPG_test/1346adba-99b1-4880-bc3f-8d6e9aabe814.jpg: 640x640 Done. (0.013s) image 897/3000 /content/Kaggle/JPG_test/134cd460-818b-4ea3-9861-0bdc82b1226c.jpg: 640x640 1 pneumonia, Done. (0.013s) image 898/3000 /content/Kaggle/JPG_test/134db8e4-e78a-41a8-8d62-ba2414e3d63b.jpg: 640x640 Done. (0.015s) image 899/3000 /content/Kaggle/JPG_test/134f9eac-3a92-4e07-9aca-b4585e384c19.jpg: 640x640 2 pneumonias, Done. (0.013s) image 900/3000 /content/Kaggle/JPG_test/1353128c-6689-4ae7-9d97-167741984ebc.jpg: 640x640 1 pneumonia, Done. (0.013s) image 901/3000 /content/Kaggle/JPG_test/13584fbe-6565-4aea-ba4e-3336996dc946.jpg: 640x640 Done. (0.013s) image 902/3000 /content/Kaggle/JPG_test/135a0985-d0f1-4c94-af72-f11e18c30bd5.jpg: 640x640 2 pneumonias, Done. (0.012s) image 903/3000 /content/Kaggle/JPG_test/136443f0-a25b-4dae-8660-78dd06c5f8db.jpg: 640x640 1 pneumonia, Done. (0.012s) image 904/3000 /content/Kaggle/JPG_test/13659019-299a-47bc-ac85-25500b625fde.jpg: 640x640 1 pneumonia, Done. (0.012s) image 905/3000 /content/Kaggle/JPG_test/1368a45a-8fdf-4ae1-9d41-323dc06810ca.jpg: 640x640 Done. (0.013s) image 906/3000 /content/Kaggle/JPG_test/13690e09-b664-432d-9e24-98f8c724c145.jpg: 640x640 1 pneumonia, Done. (0.015s) image 907/3000 /content/Kaggle/JPG_test/1369f719-69c9-40d8-9ce5-a54a3773cdfa.jpg: 640x640 2 pneumonias, Done. (0.012s) image 908/3000 /content/Kaggle/JPG_test/136a0515-1b82-4854-b28f-68c574877bf8.jpg: 640x640 1 pneumonia, Done. (0.013s) image 909/3000 /content/Kaggle/JPG_test/136a7586-db1b-427d-b375-573b2c602424.jpg: 640x640 1 pneumonia, Done. (0.012s) image 910/3000 /content/Kaggle/JPG_test/136d904b-6dd5-4ef1-a504-a196dfbf73c3.jpg: 640x640 Done. (0.012s) image 911/3000 /content/Kaggle/JPG_test/136f5ca3-1bed-4461-a73d-62e6fe7a6eba.jpg: 640x640 1 pneumonia, Done. (0.012s) image 912/3000 /content/Kaggle/JPG_test/136f6abf-1300-4b93-9b5f-9dd7770f4c97.jpg: 640x640 1 pneumonia, Done. (0.016s) image 913/3000 /content/Kaggle/JPG_test/136feda3-a969-4a76-ac47-9e72a43a1af7.jpg: 640x640 2 pneumonias, Done. (0.013s) image 914/3000 /content/Kaggle/JPG_test/13710b43-74f1-4c65-bc26-8163c363dc3d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 915/3000 /content/Kaggle/JPG_test/1371ec53-f3c3-4c63-8982-cb5a118c6448.jpg: 640x640 1 pneumonia, Done. (0.012s) image 916/3000 /content/Kaggle/JPG_test/137230a8-93d3-4779-9223-604bdc13c093.jpg: 640x640 Done. (0.014s) image 917/3000 /content/Kaggle/JPG_test/1376ccfc-b223-4a54-b682-6fade7355657.jpg: 640x640 Done. (0.012s) image 918/3000 /content/Kaggle/JPG_test/13780fd9-39d8-4758-81cb-2e05c4cbd91e.jpg: 640x640 2 pneumonias, Done. (0.013s) image 919/3000 /content/Kaggle/JPG_test/13783bf0-0c87-4434-a063-662b1a15d428.jpg: 640x640 1 pneumonia, Done. (0.013s) image 920/3000 /content/Kaggle/JPG_test/1378e3e1-496c-47bd-a79e-787ba14b56f1.jpg: 640x640 1 pneumonia, Done. (0.013s) image 921/3000 /content/Kaggle/JPG_test/1378f79c-6ea0-41e9-98a9-1b15c2c54a7d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 922/3000 /content/Kaggle/JPG_test/13798bd2-64cb-450a-94f2-a4d1134f66a9.jpg: 640x640 Done. (0.013s) image 923/3000 /content/Kaggle/JPG_test/138273ef-6107-48a6-ac8c-dd71a725b45b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 924/3000 /content/Kaggle/JPG_test/1382da13-c9ae-49a3-8919-2ae412553fa7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 925/3000 /content/Kaggle/JPG_test/1382ef46-6101-4abf-9a4f-ad02c58edc39.jpg: 640x640 1 pneumonia, Done. (0.012s) image 926/3000 /content/Kaggle/JPG_test/1384372f-0acc-4216-81b4-9acad2562301.jpg: 640x640 3 pneumonias, Done. (0.012s) image 927/3000 /content/Kaggle/JPG_test/138ccb35-b073-4f73-9e53-9b4f1f463e9c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 928/3000 /content/Kaggle/JPG_test/138e2c27-17d0-4a32-9ceb-ee3401c12613.jpg: 640x640 Done. (0.012s) image 929/3000 /content/Kaggle/JPG_test/138ff8b1-a35f-4187-a76b-3eaa01407591.jpg: 640x640 2 pneumonias, Done. (0.012s) image 930/3000 /content/Kaggle/JPG_test/139086b8-d4bf-4ee5-8027-cb405da2c2ab.jpg: 640x640 1 pneumonia, Done. (0.013s) image 931/3000 /content/Kaggle/JPG_test/139175e9-b5b9-4dc4-8043-eba3e528af2e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 932/3000 /content/Kaggle/JPG_test/1392fd6b-b17b-4dba-b70a-c9543f9c8105.jpg: 640x640 2 pneumonias, Done. (0.013s) image 933/3000 /content/Kaggle/JPG_test/13951087-5cda-44c7-9624-037c3ae8404f.jpg: 640x640 2 pneumonias, Done. (0.012s) image 934/3000 /content/Kaggle/JPG_test/139b2baa-9c95-4ec9-8d91-1642144834d6.jpg: 640x640 Done. (0.015s) image 935/3000 /content/Kaggle/JPG_test/139bd334-c207-415c-9fbb-7e597d559c5e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 936/3000 /content/Kaggle/JPG_test/13a2bd8e-dc09-4a5b-9e2b-40f67b284d69.jpg: 640x640 1 pneumonia, Done. (0.013s) image 937/3000 /content/Kaggle/JPG_test/13a34765-bc0c-408f-a76f-46f07cd08009.jpg: 640x640 Done. (0.013s) image 938/3000 /content/Kaggle/JPG_test/13a5786c-a5fa-4626-9dff-bb552b82bccd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 939/3000 /content/Kaggle/JPG_test/13a59fcc-de55-4502-b27d-82d3204d8a4c.jpg: 640x640 2 pneumonias, Done. (0.013s) image 940/3000 /content/Kaggle/JPG_test/13a84b9d-6351-4424-b19c-c745ef755dd2.jpg: 640x640 Done. (0.013s) image 941/3000 /content/Kaggle/JPG_test/13aad543-dcc2-4083-bcc6-60a2bfe5c9fb.jpg: 640x640 Done. (0.012s) image 942/3000 /content/Kaggle/JPG_test/13b56d83-b11e-4bf3-82c6-794e870a722f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 943/3000 /content/Kaggle/JPG_test/13b640cc-e353-4d28-9ff7-a33bc7836eef.jpg: 640x640 Done. (0.013s) image 944/3000 /content/Kaggle/JPG_test/13b69932-7587-4c4d-b2d9-67d87f2767e9.jpg: 640x640 2 pneumonias, Done. (0.014s) image 945/3000 /content/Kaggle/JPG_test/13b9ae14-0b10-4323-aa31-b6c0b4f5e497.jpg: 640x640 Done. (0.012s) image 946/3000 /content/Kaggle/JPG_test/13bd80c3-a3a0-4a2a-83c2-4b298a1f47a0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 947/3000 /content/Kaggle/JPG_test/13be9ccd-fa89-4c43-84b0-069b1eba6c28.jpg: 640x640 1 pneumonia, Done. (0.013s) image 948/3000 /content/Kaggle/JPG_test/13c01189-82f2-4567-98c5-f0fb9ac3c80d.jpg: 640x640 2 pneumonias, Done. (0.012s) image 949/3000 /content/Kaggle/JPG_test/13c11aab-df3f-429d-bf96-2051c7c74320.jpg: 640x640 2 pneumonias, Done. (0.013s) image 950/3000 /content/Kaggle/JPG_test/13c1a2fb-dbca-450e-a488-9b48a824889b.jpg: 640x640 Done. (0.012s) image 951/3000 /content/Kaggle/JPG_test/13c66d0d-32ab-4a06-8c35-5abd5d1e4bd1.jpg: 640x640 Done. (0.013s) image 952/3000 /content/Kaggle/JPG_test/13c6a303-2c21-4edf-9dca-4999dafe8a4e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 953/3000 /content/Kaggle/JPG_test/13c7e896-0bae-43eb-8e9a-f498e3defff4.jpg: 640x640 Done. (0.013s) image 954/3000 /content/Kaggle/JPG_test/13cd4766-358d-403a-9b39-d9909e79f78a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 955/3000 /content/Kaggle/JPG_test/13d09f58-c52d-47bd-bfdc-c72321fdeb3d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 956/3000 /content/Kaggle/JPG_test/13da3cfc-5052-486f-81e8-0aec722a0759.jpg: 640x640 2 pneumonias, Done. (0.013s) image 957/3000 /content/Kaggle/JPG_test/13da7928-b24e-412f-8ac5-893da3435df8.jpg: 640x640 Done. (0.012s) image 958/3000 /content/Kaggle/JPG_test/13dca3d3-01e7-4ffd-a9ab-66884a07309d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 959/3000 /content/Kaggle/JPG_test/13e0c176-e18b-435a-983b-f81e763837e6.jpg: 640x640 Done. (0.013s) image 960/3000 /content/Kaggle/JPG_test/13e17582-bd0c-41e4-afd7-af95d6c1a29e.jpg: 640x640 2 pneumonias, Done. (0.013s) image 961/3000 /content/Kaggle/JPG_test/13e4e6e6-faa2-4bbc-8e1e-610623de994e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 962/3000 /content/Kaggle/JPG_test/13e8639e-ef45-48eb-a24b-6c32d3517e29.jpg: 640x640 Done. (0.013s) image 963/3000 /content/Kaggle/JPG_test/13ece116-aee5-48ab-abce-71b194f1a5cc.jpg: 640x640 Done. (0.012s) image 964/3000 /content/Kaggle/JPG_test/13efb148-31c8-409f-9230-798f5825155e.jpg: 640x640 2 pneumonias, Done. (0.013s) image 965/3000 /content/Kaggle/JPG_test/13f6df4f-9b1c-4d25-ba93-f45df7f0e4f6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 966/3000 /content/Kaggle/JPG_test/13f76876-328a-4b88-ac58-a3c1fe15b3b2.jpg: 640x640 Done. (0.014s) image 967/3000 /content/Kaggle/JPG_test/13f82041-abac-406f-a1e2-376df42755f4.jpg: 640x640 Done. (0.012s) image 968/3000 /content/Kaggle/JPG_test/13f88b38-b66b-41d3-8d62-d4a2a72c76bb.jpg: 640x640 Done. (0.013s) image 969/3000 /content/Kaggle/JPG_test/13fcd1dd-4314-4c91-be62-292a1695b8ef.jpg: 640x640 2 pneumonias, Done. (0.012s) image 970/3000 /content/Kaggle/JPG_test/1401804c-24d2-4259-b008-fae5525d9b83.jpg: 640x640 2 pneumonias, Done. (0.012s) image 971/3000 /content/Kaggle/JPG_test/1401bb3e-566f-4407-a1ee-7ca6db789ae4.jpg: 640x640 2 pneumonias, Done. (0.013s) image 972/3000 /content/Kaggle/JPG_test/1407f44f-f5b0-4f3d-89f6-7f77023b5114.jpg: 640x640 1 pneumonia, Done. (0.013s) image 973/3000 /content/Kaggle/JPG_test/140e2cbb-3fc3-4a5d-830d-1709d1745efe.jpg: 640x640 1 pneumonia, Done. (0.012s) image 974/3000 /content/Kaggle/JPG_test/140ebc5d-5a15-4948-b698-0a4b32d12a93.jpg: 640x640 Done. (0.012s) image 975/3000 /content/Kaggle/JPG_test/1410b58f-f5df-40e2-a0c5-09c53760006c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 976/3000 /content/Kaggle/JPG_test/14138a9d-0919-465d-9030-948442b4f81f.jpg: 640x640 Done. (0.012s) image 977/3000 /content/Kaggle/JPG_test/1418022a-f4d2-4a07-a39a-3143d0c2bb7e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 978/3000 /content/Kaggle/JPG_test/141fe03a-61be-4ada-b0d3-8699f729d2ec.jpg: 640x640 1 pneumonia, Done. (0.018s) image 979/3000 /content/Kaggle/JPG_test/142126cc-d94d-4df6-85bc-a980c18013b3.jpg: 640x640 1 pneumonia, Done. (0.014s) image 980/3000 /content/Kaggle/JPG_test/1424cff0-1e19-457c-9f48-0237ca60941d.jpg: 640x640 Done. (0.013s) image 981/3000 /content/Kaggle/JPG_test/14291892-506f-4f4d-8dca-57f456d2ba57.jpg: 640x640 Done. (0.013s) image 982/3000 /content/Kaggle/JPG_test/1429fe63-8d51-4017-9d9b-c7030da74621.jpg: 640x640 Done. (0.013s) image 983/3000 /content/Kaggle/JPG_test/142ecc70-d000-4629-9814-2a4fd0627d32.jpg: 640x640 Done. (0.013s) image 984/3000 /content/Kaggle/JPG_test/143cc465-80b8-484c-ba71-ad362ea8fd90.jpg: 640x640 Done. (0.013s) image 985/3000 /content/Kaggle/JPG_test/143e47f2-3d11-44a6-a9eb-b0aaf291db55.jpg: 640x640 1 pneumonia, Done. (0.012s) image 986/3000 /content/Kaggle/JPG_test/14408cea-bb8c-42af-9478-e0e6e54dee3b.jpg: 640x640 Done. (0.012s) image 987/3000 /content/Kaggle/JPG_test/14411c90-6935-403e-9191-ae1c51abee67.jpg: 640x640 1 pneumonia, Done. (0.012s) image 988/3000 /content/Kaggle/JPG_test/14474c25-eacd-492b-bd75-6a68dceb208d.jpg: 640x640 Done. (0.012s) image 989/3000 /content/Kaggle/JPG_test/1448e8b5-3a0b-49db-8ca5-28470a6a6c99.jpg: 640x640 2 pneumonias, Done. (0.012s) image 990/3000 /content/Kaggle/JPG_test/144b6550-ebe7-4241-a467-932d53e8f9b8.jpg: 640x640 Done. (0.013s) image 991/3000 /content/Kaggle/JPG_test/144fcb63-98e1-47a0-939f-2a4b1bf9ac07.jpg: 640x640 3 pneumonias, Done. (0.012s) image 992/3000 /content/Kaggle/JPG_test/1450d78f-57d5-4c56-8ca9-a2147258862b.jpg: 640x640 Done. (0.014s) image 993/3000 /content/Kaggle/JPG_test/145fe573-db6c-4b16-bbd6-9b34f2ce4c1c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 994/3000 /content/Kaggle/JPG_test/14615182-db79-42e7-9b05-3d65cea33d18.jpg: 640x640 Done. (0.012s) image 995/3000 /content/Kaggle/JPG_test/146d5e30-763e-418b-bb48-03c3348d9685.jpg: 640x640 Done. (0.012s) image 996/3000 /content/Kaggle/JPG_test/1470e7f7-1d45-42c5-a81b-18fb9e8a7af2.jpg: 640x640 1 pneumonia, Done. (0.015s) image 997/3000 /content/Kaggle/JPG_test/1471470c-9ec3-4b3b-adb9-dbaab18db5cb.jpg: 640x640 1 pneumonia, Done. (0.012s) image 998/3000 /content/Kaggle/JPG_test/1473b871-b12f-4d58-a957-ea9f9f6d0c87.jpg: 640x640 2 pneumonias, Done. (0.012s) image 999/3000 /content/Kaggle/JPG_test/147d5400-179d-4473-b823-77e4be688b59.jpg: 640x640 Done. (0.012s) image 1000/3000 /content/Kaggle/JPG_test/147ebca4-2d12-448c-871d-8c16f922b6b1.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1001/3000 /content/Kaggle/JPG_test/148243ba-ad33-454e-b7e9-a63f66affc8c.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1002/3000 /content/Kaggle/JPG_test/1482acb5-2d2d-48e7-a953-4f1cd72fd37a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1003/3000 /content/Kaggle/JPG_test/14856277-5e29-4ee1-9b7c-261802d28b0a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1004/3000 /content/Kaggle/JPG_test/148f4436-e979-47a6-83a9-3a48325718c4.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1005/3000 /content/Kaggle/JPG_test/149c1b80-e02e-4d04-b2ff-7b4fdf43f9d9.jpg: 640x640 Done. (0.013s) image 1006/3000 /content/Kaggle/JPG_test/149e0d38-8887-43d8-97e4-f38f72353350.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1007/3000 /content/Kaggle/JPG_test/14a5a858-39e6-47b2-b0ed-35023536b3ff.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1008/3000 /content/Kaggle/JPG_test/14aac35d-3205-4861-8bc5-eb37d90f8298.jpg: 640x640 Done. (0.012s) image 1009/3000 /content/Kaggle/JPG_test/14ae73b5-7ebb-45d9-b345-b2f4370894e6.jpg: 640x640 Done. (0.012s) image 1010/3000 /content/Kaggle/JPG_test/14af3bf7-619a-4244-aca1-4bb510fda544.jpg: 640x640 Done. (0.011s) image 1011/3000 /content/Kaggle/JPG_test/14b00645-a0f7-4ac2-95c0-e3ec119d4183.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1012/3000 /content/Kaggle/JPG_test/14b22d6c-7cb3-4331-bdfe-b67a20a623d4.jpg: 640x640 Done. (0.015s) image 1013/3000 /content/Kaggle/JPG_test/14b51a44-118d-42ac-91f8-f072f3eacc7b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1014/3000 /content/Kaggle/JPG_test/14b6cb8d-0002-4f38-a5b7-7631b56e67df.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1015/3000 /content/Kaggle/JPG_test/14b8f48d-f637-47dc-8d93-5ffb65ca2e18.jpg: 640x640 Done. (0.012s) image 1016/3000 /content/Kaggle/JPG_test/14b928b3-09aa-49b1-9323-2a582684eb6f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1017/3000 /content/Kaggle/JPG_test/14ba4cea-0fd8-40a9-aa01-4e6c05da9fa5.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1018/3000 /content/Kaggle/JPG_test/14be3838-e1d9-4238-a1c2-55a5030fda41.jpg: 640x640 Done. (0.013s) image 1019/3000 /content/Kaggle/JPG_test/14c691a4-e50b-4780-8511-a45510f5d6e7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1020/3000 /content/Kaggle/JPG_test/14c7278a-a769-4dac-be18-69550e8c3d88.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1021/3000 /content/Kaggle/JPG_test/14cf8563-6ed2-4458-8659-cd2618a74f7e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1022/3000 /content/Kaggle/JPG_test/14d24e04-ff6e-458c-b26d-9c87f5789a60.jpg: 640x640 Done. (0.012s) image 1023/3000 /content/Kaggle/JPG_test/14d4b142-29d6-4656-ab1d-17b84816b2c6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1024/3000 /content/Kaggle/JPG_test/14dab443-4e8a-40cb-8992-90b2d593be11.jpg: 640x640 Done. (0.012s) image 1025/3000 /content/Kaggle/JPG_test/14e27811-f26a-4e21-a82b-1a5944aeb6bc.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1026/3000 /content/Kaggle/JPG_test/14e3ed14-3efe-4de9-8c95-46824591482a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1027/3000 /content/Kaggle/JPG_test/14f1931f-2fbd-469f-9187-5423ac0ed109.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1028/3000 /content/Kaggle/JPG_test/14f199ad-e0d2-4360-a186-5aaaa652f3c7.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1029/3000 /content/Kaggle/JPG_test/14f7d431-f66f-4098-a9e3-b94d84e9a5cf.jpg: 640x640 Done. (0.012s) image 1030/3000 /content/Kaggle/JPG_test/14fbeb03-cd8b-4d53-bb2a-40e08aced390.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1031/3000 /content/Kaggle/JPG_test/1503ef72-d4a4-44c0-83c8-d35f449fe53a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1032/3000 /content/Kaggle/JPG_test/150edfae-719c-4c35-8947-b226130bd3e8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1033/3000 /content/Kaggle/JPG_test/1510b788-b081-4600-8d76-d9cb55590edd.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1034/3000 /content/Kaggle/JPG_test/1513dc09-fc73-485f-8f71-4f2c69e15421.jpg: 640x640 Done. (0.011s) image 1035/3000 /content/Kaggle/JPG_test/151981ef-d9d0-42d6-9b33-e9cd33c07ed8.jpg: 640x640 Done. (0.012s) image 1036/3000 /content/Kaggle/JPG_test/151ab287-f641-4c96-b7e6-628bccf84c15.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1037/3000 /content/Kaggle/JPG_test/15212951-d7a3-4332-8fc9-51ef843a6ade.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1038/3000 /content/Kaggle/JPG_test/15250795-72a1-49dd-be26-1c6211ab8d6c.jpg: 640x640 Done. (0.012s) image 1039/3000 /content/Kaggle/JPG_test/1530d383-a296-4ad7-bc85-3ccc145e9774.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1040/3000 /content/Kaggle/JPG_test/153222cd-6029-4b8b-9171-5d85e0e9bb46.jpg: 640x640 Done. (0.011s) image 1041/3000 /content/Kaggle/JPG_test/1532c43a-028c-4d77-9cb0-f9d103988e7b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1042/3000 /content/Kaggle/JPG_test/15350598-5268-44f4-8cc8-678d1e0850d4.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1043/3000 /content/Kaggle/JPG_test/1539e414-553f-48c1-9ce4-7c452176e1e1.jpg: 640x640 Done. (0.012s) image 1044/3000 /content/Kaggle/JPG_test/153d9186-5292-438b-94ca-ab9a8134f4d0.jpg: 640x640 Done. (0.012s) image 1045/3000 /content/Kaggle/JPG_test/1540ef53-d234-4110-9db9-c9cc21cf7010.jpg: 640x640 Done. (0.013s) image 1046/3000 /content/Kaggle/JPG_test/1542f9fd-6ede-4b6d-9c6c-b7007eeb1974.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1047/3000 /content/Kaggle/JPG_test/15443e86-b8c9-4fd2-81f2-390a6a0fffa4.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1048/3000 /content/Kaggle/JPG_test/19a439ff-6521-4bea-9179-dccef727f918.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1049/3000 /content/Kaggle/JPG_test/19a5ece9-1ccc-4b3a-a71b-9de3fdb284e0.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1050/3000 /content/Kaggle/JPG_test/19a63d01-51b2-4b32-8cc6-312bd59db840.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1051/3000 /content/Kaggle/JPG_test/19aa3f9d-9660-4063-b67c-8c08934046a0.jpg: 640x640 Done. (0.012s) image 1052/3000 /content/Kaggle/JPG_test/19b00444-7cea-4504-a557-bd207e023377.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1053/3000 /content/Kaggle/JPG_test/19b22865-0027-46b4-a8c6-232a7a1ee91c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1054/3000 /content/Kaggle/JPG_test/19b28521-51a6-4fce-9bf6-1692b1e561de.jpg: 640x640 Done. (0.012s) image 1055/3000 /content/Kaggle/JPG_test/19b7fa0a-5d7e-488c-8431-7872f838ae74.jpg: 640x640 Done. (0.012s) image 1056/3000 /content/Kaggle/JPG_test/19b8517b-24e4-457b-96c0-a457e30125bb.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1057/3000 /content/Kaggle/JPG_test/19bea256-f86f-4f13-a0ca-c5cf45b62404.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1058/3000 /content/Kaggle/JPG_test/19c0c43e-a9f5-463d-a3f0-d392d8b8ef32.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1059/3000 /content/Kaggle/JPG_test/19c30ace-ee4a-4fb1-a067-a8548428996f.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1060/3000 /content/Kaggle/JPG_test/19c61430-be79-4a2b-a888-23f7ef47e5f2.jpg: 640x640 Done. (0.015s) image 1061/3000 /content/Kaggle/JPG_test/19c92c92-9605-49f7-9793-acae3dbc713d.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1062/3000 /content/Kaggle/JPG_test/19d0aa49-43bd-40ae-a66b-0832b9aa84a0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1063/3000 /content/Kaggle/JPG_test/19d2d151-2a5f-4e1b-9666-56a4e51ce95a.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1064/3000 /content/Kaggle/JPG_test/19d5680e-aca6-4a97-9e07-2302a66e969f.jpg: 640x640 Done. (0.013s) image 1065/3000 /content/Kaggle/JPG_test/19d56d5e-5de5-4daf-9c05-5d677e9938a4.jpg: 640x640 Done. (0.013s) image 1066/3000 /content/Kaggle/JPG_test/19d5f84e-17fc-482b-8bc9-8d35c6fd3f57.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1067/3000 /content/Kaggle/JPG_test/19d67232-2d92-4486-b9bb-f8355f5d2a74.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1068/3000 /content/Kaggle/JPG_test/19d7920b-2539-4655-8079-ea6e4fb05c4b.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1069/3000 /content/Kaggle/JPG_test/19d85ca1-c8e8-4638-943c-321b5116b01c.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1070/3000 /content/Kaggle/JPG_test/19da409c-2666-4b0c-b088-061f81ffedc8.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1071/3000 /content/Kaggle/JPG_test/19dbd4e3-db2f-4b33-b3db-96a3d993e5f9.jpg: 640x640 Done. (0.012s) image 1072/3000 /content/Kaggle/JPG_test/19dc5cde-ea71-477b-8ab6-048a428c6a82.jpg: 640x640 Done. (0.012s) image 1073/3000 /content/Kaggle/JPG_test/19deb1ca-cc39-47cd-8a26-762cc5fbeff2.jpg: 640x640 Done. (0.013s) image 1074/3000 /content/Kaggle/JPG_test/19e0fa45-d4a3-4112-a45d-6052bfd007f7.jpg: 640x640 Done. (0.012s) image 1075/3000 /content/Kaggle/JPG_test/19e2549b-6ff0-498e-98a1-115e87b900a9.jpg: 640x640 Done. (0.012s) image 1076/3000 /content/Kaggle/JPG_test/19e5705f-c4d6-4516-8ee9-0e385e1bdd75.jpg: 640x640 Done. (0.013s) image 1077/3000 /content/Kaggle/JPG_test/19e60907-948c-4a82-9a18-4c45440723ad.jpg: 640x640 Done. (0.012s) image 1078/3000 /content/Kaggle/JPG_test/19e76f7c-b673-4b33-a385-49f0bb8e4558.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1079/3000 /content/Kaggle/JPG_test/19ea225e-684f-494a-aaf0-acdb2d618aa3.jpg: 640x640 Done. (0.012s) image 1080/3000 /content/Kaggle/JPG_test/19ec8e70-0d6e-4912-930a-d16c280decec.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1081/3000 /content/Kaggle/JPG_test/19f38ee2-4eff-4302-8b9a-60ec1b002ea4.jpg: 640x640 Done. (0.012s) image 1082/3000 /content/Kaggle/JPG_test/19f44b85-fe93-4489-a98b-1aa375b3923f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1083/3000 /content/Kaggle/JPG_test/19fa0788-1b88-417c-b49e-a290b66ad5df.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1084/3000 /content/Kaggle/JPG_test/19fb178c-3ca7-4a72-bef9-8ba442535dff.jpg: 640x640 2 pneumonias, Done. (0.015s) image 1085/3000 /content/Kaggle/JPG_test/19fb3e16-4ec8-4149-ada4-8ce5d79f41b0.jpg: 640x640 Done. (0.012s) image 1086/3000 /content/Kaggle/JPG_test/19fb7d5e-8ed4-4746-aac7-008b0b8ea700.jpg: 640x640 Done. (0.013s) image 1087/3000 /content/Kaggle/JPG_test/19fbbcf0-fdc2-4ebd-a921-4bde43188051.jpg: 640x640 Done. (0.012s) image 1088/3000 /content/Kaggle/JPG_test/19fe1b8d-e93e-4810-b8cb-19c59141c90c.jpg: 640x640 Done. (0.012s) image 1089/3000 /content/Kaggle/JPG_test/1a0203a7-b56f-40bf-9cce-cba5163eb737.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1090/3000 /content/Kaggle/JPG_test/1a0309e4-762b-4b64-9e2c-0f16dc4d5381.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1091/3000 /content/Kaggle/JPG_test/1a08b9a7-5254-491c-835b-ad3121765eda.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1092/3000 /content/Kaggle/JPG_test/1a0a8e16-16fe-4940-83cd-2917f5706b7c.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1093/3000 /content/Kaggle/JPG_test/1a0ca228-5501-49f8-85e6-c5e66ecd2d74.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1094/3000 /content/Kaggle/JPG_test/1a0f4b00-5083-4a0c-a1e2-89e27468c9db.jpg: 640x640 Done. (0.015s) image 1095/3000 /content/Kaggle/JPG_test/1a116cc4-dbdc-4f15-b5b4-9fd96c17392e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1096/3000 /content/Kaggle/JPG_test/1a27e565-b0f5-4419-84b3-744712cb705d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1097/3000 /content/Kaggle/JPG_test/1a2b25c6-2334-4a4f-b038-44e48caf4512.jpg: 640x640 Done. (0.013s) image 1098/3000 /content/Kaggle/JPG_test/1a322302-f652-4697-b332-626c59333d51.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1099/3000 /content/Kaggle/JPG_test/1a33c6eb-c153-4f8d-8742-2184f9860ac2.jpg: 640x640 Done. (0.012s) image 1100/3000 /content/Kaggle/JPG_test/1a37de22-589c-4773-b97d-8334a2d674c4.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1101/3000 /content/Kaggle/JPG_test/1a3aa658-dba4-40c7-a669-15c40ebc06f5.jpg: 640x640 Done. (0.013s) image 1102/3000 /content/Kaggle/JPG_test/1a3e7d64-adbc-4c49-abbe-3f871f3c557a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1103/3000 /content/Kaggle/JPG_test/1a4491fa-a9d9-4b89-8f90-1c84fc8d9642.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1104/3000 /content/Kaggle/JPG_test/1a4926e2-9d99-426e-a799-c8002ef2ca79.jpg: 640x640 Done. (0.014s) image 1105/3000 /content/Kaggle/JPG_test/1a4d2d2f-34c8-42cb-a432-9c46bb7a8988.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1106/3000 /content/Kaggle/JPG_test/1a570084-9422-4822-b831-efe75299e89c.jpg: 640x640 Done. (0.014s) image 1107/3000 /content/Kaggle/JPG_test/1a583cd3-23d3-4789-a24f-bc7ae6fde815.jpg: 640x640 Done. (0.013s) image 1108/3000 /content/Kaggle/JPG_test/1a5a0811-72c0-46d3-a883-cf2d4fcf10ce.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1109/3000 /content/Kaggle/JPG_test/1a5eef1c-c817-4c73-9e8b-d75eae0e4c0a.jpg: 640x640 Done. (0.012s) image 1110/3000 /content/Kaggle/JPG_test/1a60be9b-3772-4533-a9e4-a714669e76a2.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1111/3000 /content/Kaggle/JPG_test/1a6143c0-f2ea-4858-9983-87fb497307ed.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1112/3000 /content/Kaggle/JPG_test/1a61de89-b9f8-4771-ba89-d1de64d5a036.jpg: 640x640 Done. (0.015s) image 1113/3000 /content/Kaggle/JPG_test/1a64a0e8-b87d-47bc-b7b7-3d18cc06d0b0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1114/3000 /content/Kaggle/JPG_test/1a65e7f7-d13e-4dda-b680-be66a4db6a2a.jpg: 640x640 2 pneumonias, Done. (0.011s) image 1115/3000 /content/Kaggle/JPG_test/1a664216-c58a-4405-bb4b-7177d919e53d.jpg: 640x640 2 pneumonias, Done. (0.011s) image 1116/3000 /content/Kaggle/JPG_test/1a671ef0-eac2-4166-9ddb-4a4312b9cc77.jpg: 640x640 Done. (0.013s) image 1117/3000 /content/Kaggle/JPG_test/1a6741c4-d9b2-42d8-a442-002e60565e1e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1118/3000 /content/Kaggle/JPG_test/1a6d0d55-8031-4e17-8c1c-d2023eb0a99e.jpg: 640x640 Done. (0.012s) image 1119/3000 /content/Kaggle/JPG_test/1a6f960a-9339-44d7-b182-475c699beaf7.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1120/3000 /content/Kaggle/JPG_test/1a70a918-bcde-4eca-806f-d875867a1a01.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1121/3000 /content/Kaggle/JPG_test/1a75516e-b987-480d-b4df-61505f384506.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1122/3000 /content/Kaggle/JPG_test/1a8fe30a-52d3-4b93-86c4-3641493ada13.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1123/3000 /content/Kaggle/JPG_test/1a90ed6e-a6ab-4a9b-84a7-ac57e76fad42.jpg: 640x640 Done. (0.012s) image 1124/3000 /content/Kaggle/JPG_test/1a91292f-35b9-44cc-93c7-fbab142c5a4a.jpg: 640x640 Done. (0.012s) image 1125/3000 /content/Kaggle/JPG_test/1a926cbe-1654-43dd-949f-47bd7ca95bb1.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1126/3000 /content/Kaggle/JPG_test/1a941593-8eb0-41dd-9763-da1a1c874196.jpg: 640x640 Done. (0.012s) image 1127/3000 /content/Kaggle/JPG_test/1a960408-21c0-4b5f-a093-2ea4a94a2258.jpg: 640x640 Done. (0.012s) image 1128/3000 /content/Kaggle/JPG_test/1a966ab3-4029-4cd3-aa38-70a2f5f8e6ca.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1129/3000 /content/Kaggle/JPG_test/1aa20b52-2de4-4e86-a724-81c777afe247.jpg: 640x640 Done. (0.013s) image 1130/3000 /content/Kaggle/JPG_test/1aa7e767-f038-4a3d-bfca-6f442941ff92.jpg: 640x640 Done. (0.012s) image 1131/3000 /content/Kaggle/JPG_test/1aac71f9-fc15-4a9c-9b0f-b432f79ab2ef.jpg: 640x640 Done. (0.012s) image 1132/3000 /content/Kaggle/JPG_test/1aaf98cd-8311-48b2-831d-02e2dda16252.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1133/3000 /content/Kaggle/JPG_test/1ab2d197-9431-4eef-869c-8cb8e41659dc.jpg: 640x640 Done. (0.012s) image 1134/3000 /content/Kaggle/JPG_test/1ab5988b-9234-4219-b416-bad02bc5e338.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1135/3000 /content/Kaggle/JPG_test/1ab65755-a55a-4971-b491-ac5ded038ab9.jpg: 640x640 Done. (0.012s) image 1136/3000 /content/Kaggle/JPG_test/1ab6ee02-cfaa-4d30-b341-6bea4d295901.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1137/3000 /content/Kaggle/JPG_test/1ab7a206-d635-4e05-99c0-8ffee0ed4e7a.jpg: 640x640 Done. (0.012s) image 1138/3000 /content/Kaggle/JPG_test/1ab83e92-01b3-420b-990a-b11ba740121e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1139/3000 /content/Kaggle/JPG_test/1ac04f0b-2f0d-4179-bcc9-04bcd6ed8f76.jpg: 640x640 Done. (0.013s) image 1140/3000 /content/Kaggle/JPG_test/1ac0fb27-1555-425b-94fd-8d2eb20ac692.jpg: 640x640 Done. (0.012s) image 1141/3000 /content/Kaggle/JPG_test/1ac1dc25-bf30-45be-9705-b983eb92974d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1142/3000 /content/Kaggle/JPG_test/1ac5308e-f3a9-4e70-a224-7d8ef50ae82c.jpg: 640x640 Done. (0.012s) image 1143/3000 /content/Kaggle/JPG_test/1ac5642f-fbcd-45a2-863c-bccd1090b6fb.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1144/3000 /content/Kaggle/JPG_test/1ad0b486-8d69-4573-9303-f0f7452676b3.jpg: 640x640 Done. (0.013s) image 1145/3000 /content/Kaggle/JPG_test/1ad5385c-07a9-4f5d-aaad-83774ec96692.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1146/3000 /content/Kaggle/JPG_test/1ad54a1a-4a7d-4f0c-aa33-346082668275.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1147/3000 /content/Kaggle/JPG_test/1ad5f416-0e7e-4f08-9e8d-abd19bbe25f5.jpg: 640x640 Done. (0.012s) image 1148/3000 /content/Kaggle/JPG_test/1ad688bf-adab-4e1b-9144-1f456b896726.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1149/3000 /content/Kaggle/JPG_test/1ad85dcd-d179-4e98-b9b8-a44d8d10165b.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1150/3000 /content/Kaggle/JPG_test/1ad8c258-ed54-4a71-b6a1-4c8a94421093.jpg: 640x640 Done. (0.013s) image 1151/3000 /content/Kaggle/JPG_test/1ae254ef-7792-4193-8092-d2d3bf161424.jpg: 640x640 Done. (0.013s) image 1152/3000 /content/Kaggle/JPG_test/1ae4aec3-f102-47a2-94a3-a59503f450f7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1153/3000 /content/Kaggle/JPG_test/1ae5df43-18cd-4f4e-a6a8-f6b6be9eebba.jpg: 640x640 Done. (0.013s) image 1154/3000 /content/Kaggle/JPG_test/1ae8be61-41d5-4197-b733-21701ec45a6f.jpg: 640x640 Done. (0.012s) image 1155/3000 /content/Kaggle/JPG_test/1aed4057-fb5d-474e-a41c-65c4129039bf.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1156/3000 /content/Kaggle/JPG_test/1aee50dd-0361-46b7-ab70-6011e7c6c5e4.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1157/3000 /content/Kaggle/JPG_test/1aeeb847-2843-4d5b-bce4-663a4184a71b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1158/3000 /content/Kaggle/JPG_test/1aefa92d-c179-4ced-8006-0df6892abf17.jpg: 640x640 Done. (0.012s) image 1159/3000 /content/Kaggle/JPG_test/1af923fe-35a2-4dc5-8bc7-bfc260258958.jpg: 640x640 Done. (0.012s) image 1160/3000 /content/Kaggle/JPG_test/1af976ad-7945-47e1-85fc-de29898ea31e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1161/3000 /content/Kaggle/JPG_test/1afa2510-edc7-4ecc-ae32-743403295afe.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1162/3000 /content/Kaggle/JPG_test/1afc2a45-89e9-416f-95f1-90268d99af99.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1163/3000 /content/Kaggle/JPG_test/1afcf486-18db-4ffb-93e4-3a3d6a943110.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1164/3000 /content/Kaggle/JPG_test/1afe8c37-3a72-43c5-b800-4ad5d3051df0.jpg: 640x640 Done. (0.012s) image 1165/3000 /content/Kaggle/JPG_test/1aff3b6e-27a7-480a-a8bd-3dc13a84a4b7.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1166/3000 /content/Kaggle/JPG_test/1b00dd0c-96b1-4222-a67f-c2436cb0fd69.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1167/3000 /content/Kaggle/JPG_test/1b011c9d-3bc6-42ad-94be-bd7afe0ec0bf.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1168/3000 /content/Kaggle/JPG_test/1b039597-aeb2-4409-b39d-df8729c46c56.jpg: 640x640 Done. (0.012s) image 1169/3000 /content/Kaggle/JPG_test/1b044e43-4650-4d92-a439-dce95a2c1c88.jpg: 640x640 Done. (0.012s) image 1170/3000 /content/Kaggle/JPG_test/1b052bac-24c6-41f2-8907-6c4788aa1e18.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1171/3000 /content/Kaggle/JPG_test/1b06bd36-85c7-4495-b0a8-a9aacc29be17.jpg: 640x640 Done. (0.017s) image 1172/3000 /content/Kaggle/JPG_test/1b07d941-e451-4ec8-8c64-f9fa43d5203c.jpg: 640x640 Done. (0.012s) image 1173/3000 /content/Kaggle/JPG_test/1b095207-1f70-4e5a-87e5-23c8666f266b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1174/3000 /content/Kaggle/JPG_test/1b10797b-9f2e-443f-b279-da2c1d7c5801.jpg: 640x640 Done. (0.012s) image 1175/3000 /content/Kaggle/JPG_test/1b133040-808a-4a07-8640-d1f5245e8d3a.jpg: 640x640 1 pneumonia, Done. (0.016s) image 1176/3000 /content/Kaggle/JPG_test/1b134dac-2562-4ecd-872c-71c7c07e83f0.jpg: 640x640 Done. (0.012s) image 1177/3000 /content/Kaggle/JPG_test/1b157958-b600-4aa7-98d6-f711a333d3f7.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1178/3000 /content/Kaggle/JPG_test/1b177f55-4ed7-4886-99ac-7fca13c099a3.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1179/3000 /content/Kaggle/JPG_test/1b1c866b-ef20-49f0-93ff-e377af896c5b.jpg: 640x640 Done. (0.014s) image 1180/3000 /content/Kaggle/JPG_test/1b1cd33e-9235-4e8d-a27d-3b7f44c74d22.jpg: 640x640 Done. (0.012s) image 1181/3000 /content/Kaggle/JPG_test/1b248d55-f15c-44ea-997f-47aeaa7adb91.jpg: 640x640 Done. (0.013s) image 1182/3000 /content/Kaggle/JPG_test/1b2f6ff0-9b10-43e3-bd30-285529012ed7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1183/3000 /content/Kaggle/JPG_test/1b3a8b8f-927e-43c2-a0c2-b3f2a996a636.jpg: 640x640 Done. (0.014s) image 1184/3000 /content/Kaggle/JPG_test/1b3a9b79-a622-4834-8989-affac9f77f8b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1185/3000 /content/Kaggle/JPG_test/1b406b6a-82d3-46c3-8016-b81fc5e555e3.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1186/3000 /content/Kaggle/JPG_test/1b42362a-0fec-4327-a3ea-f11b6a05efff.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1187/3000 /content/Kaggle/JPG_test/1b435cbd-9ef2-4f8e-b2a0-39cad1fd1962.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1188/3000 /content/Kaggle/JPG_test/1b4511a5-9af4-411e-aad9-f005d318cf66.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1189/3000 /content/Kaggle/JPG_test/1b4555aa-bfe4-4bc5-aaee-8c4347d3cbb5.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1190/3000 /content/Kaggle/JPG_test/1b4e5de2-dfbc-48ca-91cd-90bc723d1d3f.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1191/3000 /content/Kaggle/JPG_test/1b4e6e92-25fe-4923-9d1d-c2b45d8cac72.jpg: 640x640 2 pneumonias, Done. (0.018s) image 1192/3000 /content/Kaggle/JPG_test/1b4fdc8e-82aa-4f1f-9ec9-6c8c33ea2228.jpg: 640x640 Done. (0.013s) image 1193/3000 /content/Kaggle/JPG_test/1b560be4-be73-4976-8d09-06f2dc181701.jpg: 640x640 Done. (0.013s) image 1194/3000 /content/Kaggle/JPG_test/1b5610f4-b3de-4184-a658-753de6e7c3cf.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1195/3000 /content/Kaggle/JPG_test/1b56d152-91aa-46f2-81e6-15d0da86f93d.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1196/3000 /content/Kaggle/JPG_test/1b57e19b-7d20-4bdc-892a-4ebc6c8fc67f.jpg: 640x640 Done. (0.014s) image 1197/3000 /content/Kaggle/JPG_test/1b5d3109-5eb6-4190-aba0-f538f7980ae0.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1198/3000 /content/Kaggle/JPG_test/1b5d4e8a-f205-473b-80b5-abe2ad83d715.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1199/3000 /content/Kaggle/JPG_test/1b6095ed-ff63-4aad-92b4-9a9260678ac1.jpg: 640x640 Done. (0.013s) image 1200/3000 /content/Kaggle/JPG_test/1b6345c7-0d2c-4b43-b214-a5b43d69ac87.jpg: 640x640 Done. (0.013s) image 1201/3000 /content/Kaggle/JPG_test/1b64ab26-c9ab-44d2-9916-2ea92beb668b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1202/3000 /content/Kaggle/JPG_test/1b65bd85-e390-4b30-9f0e-f2f2a3d35710.jpg: 640x640 Done. (0.013s) image 1203/3000 /content/Kaggle/JPG_test/1b66ef47-b795-418f-bc18-1339bc980b8b.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1204/3000 /content/Kaggle/JPG_test/1b6d78f9-6714-4994-9e10-4d5c26a1328d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1205/3000 /content/Kaggle/JPG_test/1b6e20c3-5ff6-4e86-8856-2f62539591b9.jpg: 640x640 Done. (0.012s) image 1206/3000 /content/Kaggle/JPG_test/1b6fd072-e92c-4d97-9277-5cfb4d1551b3.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1207/3000 /content/Kaggle/JPG_test/1b7ce0fc-9efb-4960-a207-023bf6039352.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1208/3000 /content/Kaggle/JPG_test/1b824b02-93a4-4656-9625-356752bf67a5.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1209/3000 /content/Kaggle/JPG_test/1b850106-5298-4cb7-a936-421c76585eaf.jpg: 640x640 Done. (0.012s) image 1210/3000 /content/Kaggle/JPG_test/1b8a53ef-bb2a-4325-9be9-4b8127d0a398.jpg: 640x640 Done. (0.013s) image 1211/3000 /content/Kaggle/JPG_test/1b8b82ad-d820-4400-96ae-6da8eb78e90f.jpg: 640x640 1 pneumonia, Done. (0.016s) image 1212/3000 /content/Kaggle/JPG_test/1b8d026f-3989-4cd6-a4c7-4ed8fb8887d0.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1213/3000 /content/Kaggle/JPG_test/1b90407a-e937-47f8-8cf1-8f801733b78b.jpg: 640x640 Done. (0.012s) image 1214/3000 /content/Kaggle/JPG_test/1b92d9eb-97ec-4289-b4d4-b3383eb3d397.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1215/3000 /content/Kaggle/JPG_test/1b99188f-0dac-47c5-b5e9-9588f6ac666c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1216/3000 /content/Kaggle/JPG_test/1b9bd672-e17b-413d-88ad-3abc090e5883.jpg: 640x640 Done. (0.015s) image 1217/3000 /content/Kaggle/JPG_test/1b9c8e5a-7c64-416a-ba87-fa424c3ad707.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1218/3000 /content/Kaggle/JPG_test/1ba51181-8b66-457a-9cc5-e7895367e175.jpg: 640x640 Done. (0.012s) image 1219/3000 /content/Kaggle/JPG_test/1bae29b2-882c-4e01-ad61-104011c91450.jpg: 640x640 Done. (0.012s) image 1220/3000 /content/Kaggle/JPG_test/1bae405c-b6f0-4cc4-ab7a-e09362a7ec07.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1221/3000 /content/Kaggle/JPG_test/1bae5ce0-3a82-4c56-9c6b-c9d601fb8308.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1222/3000 /content/Kaggle/JPG_test/1bb5d37f-0f20-4b5a-b8c8-5663a1c1ff74.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1223/3000 /content/Kaggle/JPG_test/1bb7ca9c-c1ea-4054-93ee-44009e6cc119.jpg: 640x640 Done. (0.012s) image 1224/3000 /content/Kaggle/JPG_test/1bb8f56f-1f5c-4052-af68-4a7e0f814c0a.jpg: 640x640 Done. (0.013s) image 1225/3000 /content/Kaggle/JPG_test/1bbb0121-c443-4b31-990e-c2837fb6f120.jpg: 640x640 Done. (0.012s) image 1226/3000 /content/Kaggle/JPG_test/1bbd9bf6-9238-4399-9280-b8ce09fb40dc.jpg: 640x640 Done. (0.012s) image 1227/3000 /content/Kaggle/JPG_test/1bbfe45d-ebbe-4786-9cfd-463ca7578521.jpg: 640x640 Done. (0.012s) image 1228/3000 /content/Kaggle/JPG_test/1bc7bf3e-8ced-447b-9569-a4c0370d8e4c.jpg: 640x640 Done. (0.012s) image 1229/3000 /content/Kaggle/JPG_test/1bc880df-959b-48b8-a7ef-4bfbcbf5952e.jpg: 640x640 Done. (0.012s) image 1230/3000 /content/Kaggle/JPG_test/1bcf1a2e-c010-41ca-a15f-c0e3aab1fe51.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1231/3000 /content/Kaggle/JPG_test/1bcfac7c-1aff-4643-b0b0-627f5452bc4e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1232/3000 /content/Kaggle/JPG_test/1bdf99c5-f857-4f7f-bd32-3c75921b9799.jpg: 640x640 Done. (0.012s) image 1233/3000 /content/Kaggle/JPG_test/1be4b082-bf7c-4380-9650-e7c6bb7e6857.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1234/3000 /content/Kaggle/JPG_test/1bebe474-0785-4c45-8546-8c3f9203ed17.jpg: 640x640 Done. (0.013s) image 1235/3000 /content/Kaggle/JPG_test/1bf11636-a3b7-46a3-b219-389ede8b09cc.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1236/3000 /content/Kaggle/JPG_test/1bfc882d-8bb0-4032-820a-4c34e5790ad6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1237/3000 /content/Kaggle/JPG_test/1bfdab1f-e19d-495c-aaaf-f64872a99c5a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1238/3000 /content/Kaggle/JPG_test/1c04333e-0911-447d-ac17-173ac4a27e9a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1239/3000 /content/Kaggle/JPG_test/1c055f61-16ca-4895-ad62-d6fc946c9061.jpg: 640x640 Done. (0.013s) image 1240/3000 /content/Kaggle/JPG_test/1c0714ff-9788-455c-91eb-3adabd5d0ca1.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1241/3000 /content/Kaggle/JPG_test/1c0af194-eab2-4f27-9e00-03d7b9575ff6.jpg: 640x640 Done. (0.012s) image 1242/3000 /content/Kaggle/JPG_test/1c0cee97-fb9c-4921-979f-e17a323f6d6f.jpg: 640x640 Done. (0.012s) image 1243/3000 /content/Kaggle/JPG_test/1c0e04f3-ddfe-49aa-9dc8-0f5dffe9132f.jpg: 640x640 Done. (0.012s) image 1244/3000 /content/Kaggle/JPG_test/1c11b14e-23df-419b-9a6b-e16372754c2f.jpg: 640x640 Done. (0.012s) image 1245/3000 /content/Kaggle/JPG_test/1c14f305-1d44-498b-8cf8-cb760ab6a633.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1246/3000 /content/Kaggle/JPG_test/1c179dcc-e25c-4cde-890c-0f6d6de7dcb6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1247/3000 /content/Kaggle/JPG_test/1c232f78-6d19-4eb9-8dac-06ce1dabc638.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1248/3000 /content/Kaggle/JPG_test/1c250181-32e8-4879-a115-978eb7285255.jpg: 640x640 Done. (0.012s) image 1249/3000 /content/Kaggle/JPG_test/1c2f6767-c979-4bf8-9905-bd219c7cde59.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1250/3000 /content/Kaggle/JPG_test/1c36091c-041b-4a57-b833-046c6eec605c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1251/3000 /content/Kaggle/JPG_test/1c3ab9e3-7ac2-437d-bd23-6d46481937e0.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1252/3000 /content/Kaggle/JPG_test/1c3c0726-8394-466f-a410-9e990b681fc4.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1253/3000 /content/Kaggle/JPG_test/1c3c30e0-b03c-41a6-887f-61a845afa751.jpg: 640x640 Done. (0.012s) image 1254/3000 /content/Kaggle/JPG_test/1c3f2cc0-4c64-43bf-828f-8d52f7c5a442.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1255/3000 /content/Kaggle/JPG_test/1c427bf7-abee-4c71-933c-488fffb53360.jpg: 640x640 1 pneumonia, Done. (0.015s) image 1256/3000 /content/Kaggle/JPG_test/1c48926e-0117-4c21-862a-3cb8312c68cc.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1257/3000 /content/Kaggle/JPG_test/1c4b74c7-3a48-453f-8f79-2f58cdccedfa.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1258/3000 /content/Kaggle/JPG_test/1c52a1c6-28c6-4e39-82c4-527dc29eeb05.jpg: 640x640 Done. (0.013s) image 1259/3000 /content/Kaggle/JPG_test/1c54a904-21a0-4cf0-8bcb-5446fb4f4c6c.jpg: 640x640 Done. (0.013s) image 1260/3000 /content/Kaggle/JPG_test/1c54b11d-abf4-491b-bfe4-2ace6abc5458.jpg: 640x640 Done. (0.013s) image 1261/3000 /content/Kaggle/JPG_test/1c5b8f7b-d76d-4a2c-ba14-42325e4e4a39.jpg: 640x640 Done. (0.013s) image 1262/3000 /content/Kaggle/JPG_test/1c605fd7-15d0-4589-9911-cdfb4531ae4e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1263/3000 /content/Kaggle/JPG_test/1c60eacd-d5c6-46b6-9038-3cd1f5a75e41.jpg: 640x640 Done. (0.012s) image 1264/3000 /content/Kaggle/JPG_test/1c62970d-e0df-4078-b95c-cd3a29fe0a05.jpg: 640x640 Done. (0.012s) image 1265/3000 /content/Kaggle/JPG_test/1c649fed-f0d1-448e-89cf-543708c35076.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1266/3000 /content/Kaggle/JPG_test/1c682991-b914-4b6f-b592-9ff8dba1b6c6.jpg: 640x640 Done. (0.013s) image 1267/3000 /content/Kaggle/JPG_test/1c6cdd43-a38a-4464-b012-bc0eb9e73fd0.jpg: 640x640 Done. (0.012s) image 1268/3000 /content/Kaggle/JPG_test/1c6ce588-8dc1-471d-b464-6979d44d3ed6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1269/3000 /content/Kaggle/JPG_test/1c7090f0-bb34-4fa8-8abb-978b0d8d3f84.jpg: 640x640 Done. (0.012s) image 1270/3000 /content/Kaggle/JPG_test/1c766749-0a34-431a-929b-06a3f0c6752d.jpg: 640x640 Done. (0.013s) image 1271/3000 /content/Kaggle/JPG_test/1c76bdde-790d-4f3b-980d-b8877932ea02.jpg: 640x640 Done. (0.012s) image 1272/3000 /content/Kaggle/JPG_test/1c7a9efb-f38e-46e0-8f2e-f9ba05112ae8.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1273/3000 /content/Kaggle/JPG_test/1c7dda21-aa7e-4db4-84b3-7a039779ce27.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1274/3000 /content/Kaggle/JPG_test/1c806439-d6a9-40ff-a969-7f6cd116ac2d.jpg: 640x640 Done. (0.012s) image 1275/3000 /content/Kaggle/JPG_test/1c816e73-2729-4c33-8f2b-54536c4402ee.jpg: 640x640 Done. (0.013s) image 1276/3000 /content/Kaggle/JPG_test/1c8a687a-d964-4e5d-8f30-55781771936e.jpg: 640x640 Done. (0.012s) image 1277/3000 /content/Kaggle/JPG_test/1c8b51ba-9258-4d8d-97a8-6d41d45d1a30.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1278/3000 /content/Kaggle/JPG_test/1c8c4f4f-d655-4e7a-810a-fca1d19c91c0.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1279/3000 /content/Kaggle/JPG_test/1c8d5876-4253-4d03-ae2c-7809182b0ec6.jpg: 640x640 Done. (0.012s) image 1280/3000 /content/Kaggle/JPG_test/1c8ddf66-81c8-4696-a02d-fbe18c19f50e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1281/3000 /content/Kaggle/JPG_test/1c8e654a-1515-40d4-a0bd-790b24d8cd15.jpg: 640x640 Done. (0.021s) image 1282/3000 /content/Kaggle/JPG_test/1c99e57a-faaa-4ef4-a050-ead660c7e5ea.jpg: 640x640 Done. (0.013s) image 1283/3000 /content/Kaggle/JPG_test/1c9b45ed-17f2-485e-917c-76e29e5739d4.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1284/3000 /content/Kaggle/JPG_test/1c9bb237-596f-44c5-b756-4bf50b1d170b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1285/3000 /content/Kaggle/JPG_test/1c9dd5d9-c943-4b9f-a885-a1f8f5da07d8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1286/3000 /content/Kaggle/JPG_test/1ca201cb-8252-4a1a-a574-1143f72fdaa7.jpg: 640x640 Done. (0.013s) image 1287/3000 /content/Kaggle/JPG_test/1ca9751a-bbbe-42aa-92b9-ab90d3ecca25.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1288/3000 /content/Kaggle/JPG_test/1cad996a-c21c-46c8-aa09-95aa8220efa5.jpg: 640x640 Done. (0.012s) image 1289/3000 /content/Kaggle/JPG_test/1caf8339-23e0-44b7-9cb6-3aad8fc602e5.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1290/3000 /content/Kaggle/JPG_test/1cb4057e-ef4b-4bec-af16-29073efee522.jpg: 640x640 Done. (0.012s) image 1291/3000 /content/Kaggle/JPG_test/1cb7194e-f761-41b7-8e6f-d5abdbfb270c.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1292/3000 /content/Kaggle/JPG_test/1cb71dda-47f2-44e0-ad42-2737ec3f43b6.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1293/3000 /content/Kaggle/JPG_test/1cba8c35-1b13-45d4-a7dd-9ef2ba5b26df.jpg: 640x640 Done. (0.013s) image 1294/3000 /content/Kaggle/JPG_test/1cbf4ba6-5826-4726-9a08-0d2344d29a40.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1295/3000 /content/Kaggle/JPG_test/1cbfbfee-12ab-48ca-a355-2e45c579275b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1296/3000 /content/Kaggle/JPG_test/1cc993a1-83e8-4e17-80a8-90c79117df6f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1297/3000 /content/Kaggle/JPG_test/1cd3a288-dc8e-4591-9667-d4f1f5b48c79.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1298/3000 /content/Kaggle/JPG_test/1cdee3fb-5824-44e4-864d-e069609b69a8.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1299/3000 /content/Kaggle/JPG_test/1ce56b7e-3a64-4014-9cdb-694592f7db5a.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1300/3000 /content/Kaggle/JPG_test/1ce5a05c-3607-47c5-93f2-5c3a559c37b1.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1301/3000 /content/Kaggle/JPG_test/1cec3d93-889c-4f4f-ae28-72635b933694.jpg: 640x640 Done. (0.012s) image 1302/3000 /content/Kaggle/JPG_test/1cef67f6-69f2-4e9f-9bfb-7fbbbd0012dc.jpg: 640x640 Done. (0.012s) image 1303/3000 /content/Kaggle/JPG_test/1cf2d50f-703a-4d2b-a2b2-9ccc4594c875.jpg: 640x640 Done. (0.012s) image 1304/3000 /content/Kaggle/JPG_test/1cf2eae5-29f3-4a1c-bce7-c9ade8554d1b.jpg: 640x640 Done. (0.012s) image 1305/3000 /content/Kaggle/JPG_test/1cf84380-a3bd-44a9-9c4f-b5d51203a97b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1306/3000 /content/Kaggle/JPG_test/1d016a1a-02d2-4331-bee0-a49ff12ce5fa.jpg: 640x640 Done. (0.012s) image 1307/3000 /content/Kaggle/JPG_test/1d01a9c3-e3fc-48f2-b78d-6c82223d40be.jpg: 640x640 Done. (0.012s) image 1308/3000 /content/Kaggle/JPG_test/1d023143-2c5b-448f-94e2-c140f47b10ab.jpg: 640x640 Done. (0.012s) image 1309/3000 /content/Kaggle/JPG_test/1d06ec84-c515-4b14-91a1-ede09d512711.jpg: 640x640 Done. (0.012s) image 1310/3000 /content/Kaggle/JPG_test/1d0c417b-8b4b-4dfe-8740-c96056359379.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1311/3000 /content/Kaggle/JPG_test/1d0ce799-81bb-40be-8e92-4b1783906cc9.jpg: 640x640 Done. (0.012s) image 1312/3000 /content/Kaggle/JPG_test/1d0de7b7-c3db-424c-bfd1-fe63c121b668.jpg: 640x640 Done. (0.013s) image 1313/3000 /content/Kaggle/JPG_test/1d10afa7-26c2-43ed-8a9e-931c2fc79522.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1314/3000 /content/Kaggle/JPG_test/1d1f4734-3e66-43a2-a3ef-34229bcf317a.jpg: 640x640 Done. (0.013s) image 1315/3000 /content/Kaggle/JPG_test/1d26596a-1da1-42d7-8a90-9b573bcc5c45.jpg: 640x640 Done. (0.012s) image 1316/3000 /content/Kaggle/JPG_test/1d27bf33-c15e-45ed-aa3f-fbec202f685e.jpg: 640x640 Done. (0.012s) image 1317/3000 /content/Kaggle/JPG_test/1d2ed7a9-979d-4508-bc79-1b0c77693111.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1318/3000 /content/Kaggle/JPG_test/1d373fad-c8a1-4e3d-8d88-b87d72188aba.jpg: 640x640 Done. (0.013s) image 1319/3000 /content/Kaggle/JPG_test/1d3af918-bbac-4859-a6e0-4497599334dc.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1320/3000 /content/Kaggle/JPG_test/1d3b34c0-c57f-42ae-b2c4-852195404c74.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1321/3000 /content/Kaggle/JPG_test/1d3e1e8b-f6d0-4289-b5e1-c9e992ee1225.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1322/3000 /content/Kaggle/JPG_test/1d428c99-400a-42da-807e-741dafc986d6.jpg: 640x640 Done. (0.013s) image 1323/3000 /content/Kaggle/JPG_test/1d4413e5-f7e4-4835-9b10-53a74aaae5c2.jpg: 640x640 Done. (0.012s) image 1324/3000 /content/Kaggle/JPG_test/1d53e889-3c84-40b3-a52d-e6e6be105dc6.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1325/3000 /content/Kaggle/JPG_test/1d54c292-668e-433d-bd79-a4575f8aa494.jpg: 640x640 Done. (0.012s) image 1326/3000 /content/Kaggle/JPG_test/1d54fc4c-4642-433e-ae06-e595adb6c185.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1327/3000 /content/Kaggle/JPG_test/1d5d0cf0-d3e3-4919-af0d-2ee56f31e0e0.jpg: 640x640 Done. (0.012s) image 1328/3000 /content/Kaggle/JPG_test/1d62cd51-82dd-49ed-8ace-74ba89dd407a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1329/3000 /content/Kaggle/JPG_test/1d67198f-a438-40d2-9d49-9e36a43dfb03.jpg: 640x640 Done. (0.013s) image 1330/3000 /content/Kaggle/JPG_test/1d73dd5c-4fb7-4684-a64e-14f1bdbec9dc.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1331/3000 /content/Kaggle/JPG_test/1d78c3f0-7511-4ee1-9081-1d101aaf751e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1332/3000 /content/Kaggle/JPG_test/1d796af7-6f80-4c3a-a3a9-099cc1fa5ddc.jpg: 640x640 Done. (0.013s) image 1333/3000 /content/Kaggle/JPG_test/1d7b2783-ee65-42f5-8e43-82e3dfafe1c3.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1334/3000 /content/Kaggle/JPG_test/1d809ab6-f7f5-495b-a583-c4b71080c9ea.jpg: 640x640 Done. (0.014s) image 1335/3000 /content/Kaggle/JPG_test/1d832224-bbc0-46f7-af50-27546292dcd7.jpg: 640x640 Done. (0.012s) image 1336/3000 /content/Kaggle/JPG_test/1d83e053-34b9-4937-a402-6794429f6d1b.jpg: 640x640 Done. (0.012s) image 1337/3000 /content/Kaggle/JPG_test/1d8417fd-bdcd-455e-92eb-81a54b77173e.jpg: 640x640 Done. (0.012s) image 1338/3000 /content/Kaggle/JPG_test/1d85d9cf-0cf6-42aa-9e18-192a5b295b10.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1339/3000 /content/Kaggle/JPG_test/1d88820a-7428-4d97-a9b7-1202bc43939d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1340/3000 /content/Kaggle/JPG_test/1d88d652-4e0d-464c-b314-3387e45580e9.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1341/3000 /content/Kaggle/JPG_test/1d8b333d-e302-4959-8c72-efdf18a6680f.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1342/3000 /content/Kaggle/JPG_test/1d8ecb46-de17-4a5f-9608-fffb14f695d0.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1343/3000 /content/Kaggle/JPG_test/1d90bab0-ba72-4126-9c2e-11c80a9b2e21.jpg: 640x640 Done. (0.012s) image 1344/3000 /content/Kaggle/JPG_test/1d942bbd-470f-4766-9813-80281a270f38.jpg: 640x640 Done. (0.012s) image 1345/3000 /content/Kaggle/JPG_test/1d97ff50-d3f6-4425-ae93-506c6168e704.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1346/3000 /content/Kaggle/JPG_test/1d997b6b-b9f1-4dd6-ae12-7a5771e6e873.jpg: 640x640 Done. (0.011s) image 1347/3000 /content/Kaggle/JPG_test/1d9a0d40-8406-4888-a727-7dd02e0b21aa.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1348/3000 /content/Kaggle/JPG_test/1d9b09ec-eaa7-47ac-9845-b4a98b90469b.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1349/3000 /content/Kaggle/JPG_test/1da29452-a122-4a5b-b10a-3c43ce5f4dd6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1350/3000 /content/Kaggle/JPG_test/1da66526-8236-4948-884d-ee55f117bff5.jpg: 640x640 Done. (0.012s) image 1351/3000 /content/Kaggle/JPG_test/1dabdb8a-c89c-424b-a5fa-d98d0cffad4e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1352/3000 /content/Kaggle/JPG_test/1dabe928-c185-4fb6-9cda-70a4944c291f.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1353/3000 /content/Kaggle/JPG_test/1db1d9fe-551a-4aaa-abd2-a8353eb82ced.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1354/3000 /content/Kaggle/JPG_test/1db96f41-f271-42f7-969f-025733684776.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1355/3000 /content/Kaggle/JPG_test/1dba90ae-6022-4c9a-865c-323be484f911.jpg: 640x640 Done. (0.013s) image 1356/3000 /content/Kaggle/JPG_test/1dc3618c-1e5d-465e-915d-725b292cc8a8.jpg: 640x640 Done. (0.013s) image 1357/3000 /content/Kaggle/JPG_test/1dc3dc9e-6ba7-4e2e-9323-b81ec65ba210.jpg: 640x640 Done. (0.016s) image 1358/3000 /content/Kaggle/JPG_test/1dc404a8-607e-4afd-9c26-d788d9950a93.jpg: 640x640 Done. (0.012s) image 1359/3000 /content/Kaggle/JPG_test/1dc9fa14-57e3-4650-813f-550bb9e7c455.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1360/3000 /content/Kaggle/JPG_test/1dca4903-a4a4-48df-a8bb-00637b44ec32.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1361/3000 /content/Kaggle/JPG_test/1dd0b293-1563-4cf3-ae1e-fcd4232f852c.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1362/3000 /content/Kaggle/JPG_test/1dd44ba2-d479-4f24-a7b0-e1e934aaea65.jpg: 640x640 Done. (0.012s) image 1363/3000 /content/Kaggle/JPG_test/1dd81458-239d-4177-93a1-536b1f127d19.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1364/3000 /content/Kaggle/JPG_test/1dd88e33-5a20-44bf-8e7e-a54002270b86.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1365/3000 /content/Kaggle/JPG_test/1de2a7d7-2601-4d9d-90db-484bd3f41f7f.jpg: 640x640 Done. (0.012s) image 1366/3000 /content/Kaggle/JPG_test/1de362d4-8e6f-4d76-9c4e-9436728add4f.jpg: 640x640 4 pneumonias, Done. (0.012s) image 1367/3000 /content/Kaggle/JPG_test/1de5547c-646b-410e-88f4-8797db5da125.jpg: 640x640 Done. (0.014s) image 1368/3000 /content/Kaggle/JPG_test/1de7a597-8d42-4eba-951c-f046343b1e99.jpg: 640x640 Done. (0.013s) image 1369/3000 /content/Kaggle/JPG_test/1dec8fb9-78a7-4a04-902f-e44e2ff328cd.jpg: 640x640 Done. (0.013s) image 1370/3000 /content/Kaggle/JPG_test/1ded0662-6615-4039-893f-f5d843be023f.jpg: 640x640 Done. (0.013s) image 1371/3000 /content/Kaggle/JPG_test/1defec61-9293-49ff-81ae-7246c77d489c.jpg: 640x640 Done. (0.017s) image 1372/3000 /content/Kaggle/JPG_test/1df5a620-00ad-4266-a508-0d29f1e00d04.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1373/3000 /content/Kaggle/JPG_test/1df8070d-4a40-4be9-b01c-49ffa89545a2.jpg: 640x640 Done. (0.013s) image 1374/3000 /content/Kaggle/JPG_test/1dfade34-d928-490c-971c-ffc485f686ab.jpg: 640x640 Done. (0.012s) image 1375/3000 /content/Kaggle/JPG_test/1dffae5c-df93-4447-a88e-5abb578ef400.jpg: 640x640 Done. (0.012s) image 1376/3000 /content/Kaggle/JPG_test/1dffd62a-7f72-40ac-9f2b-6ad081735b5e.jpg: 640x640 Done. (0.012s) image 1377/3000 /content/Kaggle/JPG_test/1e07904d-b818-4385-9e43-9f2e36a9d41e.jpg: 640x640 Done. (0.012s) image 1378/3000 /content/Kaggle/JPG_test/1e0c4ae9-52f0-4bec-827a-2824d13a1680.jpg: 640x640 Done. (0.013s) image 1379/3000 /content/Kaggle/JPG_test/1e0df780-c746-4ee6-9e4e-abafc5fc5627.jpg: 640x640 Done. (0.012s) image 1380/3000 /content/Kaggle/JPG_test/1e109391-6012-434d-bc45-ec49b3816517.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1381/3000 /content/Kaggle/JPG_test/1e177807-321a-42aa-bfae-94028485c30d.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1382/3000 /content/Kaggle/JPG_test/1e19a268-04c6-4a37-8bd5-e573a5e20317.jpg: 640x640 Done. (0.012s) image 1383/3000 /content/Kaggle/JPG_test/1e1ce192-3106-4922-a0d3-3d81b8eececf.jpg: 640x640 Done. (0.013s) image 1384/3000 /content/Kaggle/JPG_test/1e1d1753-4ce2-459a-8e39-923c0e61d0be.jpg: 640x640 Done. (0.012s) image 1385/3000 /content/Kaggle/JPG_test/1e28e969-5c77-4046-a1ea-7f7f70d616a8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1386/3000 /content/Kaggle/JPG_test/1e2be23a-9aab-49a1-97b1-b2cb0062e6fb.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1387/3000 /content/Kaggle/JPG_test/1e2c8423-ba80-47dc-b590-841c472cbc27.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1388/3000 /content/Kaggle/JPG_test/1e31768a-fa82-4f1c-9f5d-3b2bde11fb6f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1389/3000 /content/Kaggle/JPG_test/1e3497cb-00c5-4333-9d35-a27fc9a49829.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1390/3000 /content/Kaggle/JPG_test/1e367b6c-f5e6-43dc-8992-d97554c7f2fb.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1391/3000 /content/Kaggle/JPG_test/1e36e3cd-cf66-45c3-bd52-83de5f78a2d4.jpg: 640x640 Done. (0.012s) image 1392/3000 /content/Kaggle/JPG_test/1e3bf52d-b83e-4503-9b70-829b52d82269.jpg: 640x640 Done. (0.013s) image 1393/3000 /content/Kaggle/JPG_test/1e3c8f06-379f-4a04-8b90-49787811d9a9.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1394/3000 /content/Kaggle/JPG_test/1e3d0587-13a7-4f6a-99b5-f6551c071bb2.jpg: 640x640 Done. (0.012s) image 1395/3000 /content/Kaggle/JPG_test/1e419046-9528-4866-be72-794f1e268893.jpg: 640x640 Done. (0.013s) image 1396/3000 /content/Kaggle/JPG_test/1e43a738-b9b6-48ec-96de-f527264904f2.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1397/3000 /content/Kaggle/JPG_test/1e493a0c-8faa-4901-9e17-8598a0380ed4.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1398/3000 /content/Kaggle/JPG_test/1e5012c2-11a2-4e7d-9dfc-30a6e6ad887b.jpg: 640x640 Done. (0.012s) image 1399/3000 /content/Kaggle/JPG_test/1e505e44-d8e9-4fbe-bc3c-613c3671bbb8.jpg: 640x640 Done. (0.014s) image 1400/3000 /content/Kaggle/JPG_test/1e585120-583c-4d50-be9b-8ffda0f933a9.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1401/3000 /content/Kaggle/JPG_test/1e62c8e9-ce2f-4958-b8a0-f426e09c1381.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1402/3000 /content/Kaggle/JPG_test/1e6908c9-dfd6-4394-a886-40ede98af0a9.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1403/3000 /content/Kaggle/JPG_test/1e73864f-f136-46ac-b75e-6153a332e780.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1404/3000 /content/Kaggle/JPG_test/1e73cb06-5a8d-4246-a349-2912217ba152.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1405/3000 /content/Kaggle/JPG_test/1e79f233-54df-440f-98e2-ae7ec3d55766.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1406/3000 /content/Kaggle/JPG_test/1e7aa49e-31b7-43b3-9262-88ae746071c7.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1407/3000 /content/Kaggle/JPG_test/1e7c5923-3979-49d6-b08a-35b8d201d3da.jpg: 640x640 Done. (0.014s) image 1408/3000 /content/Kaggle/JPG_test/1e805c68-9cb6-4305-914b-5a0d5b60097e.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1409/3000 /content/Kaggle/JPG_test/1e8359a0-6313-4908-9971-5682d02db185.jpg: 640x640 Done. (0.012s) image 1410/3000 /content/Kaggle/JPG_test/1e8707e7-338c-4a66-bc14-5fee9e73bb14.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1411/3000 /content/Kaggle/JPG_test/1e89e0b1-c083-460a-9173-ae14c7a7d55f.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1412/3000 /content/Kaggle/JPG_test/1e8ea4d6-568b-4aae-b91b-1a1f0d13dbd2.jpg: 640x640 Done. (0.012s) image 1413/3000 /content/Kaggle/JPG_test/1e9192f7-a68d-413b-ae3d-fa840872f1ea.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1414/3000 /content/Kaggle/JPG_test/1e96e601-f506-4825-b2fd-2c7ccf1603af.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1415/3000 /content/Kaggle/JPG_test/1e9ab6d7-8cf5-48dc-a30b-afcccfc339e2.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1416/3000 /content/Kaggle/JPG_test/1e9bcf63-ad62-4f1b-a2ef-4f3449c1d1a2.jpg: 640x640 Done. (0.013s) image 1417/3000 /content/Kaggle/JPG_test/1e9c130e-1dc8-4545-968a-93522b43ac98.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1418/3000 /content/Kaggle/JPG_test/1e9efec0-222c-464d-9955-55e0aa7bd8be.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1419/3000 /content/Kaggle/JPG_test/1ea43515-d423-454c-b8da-a3b191e14a96.jpg: 640x640 Done. (0.012s) image 1420/3000 /content/Kaggle/JPG_test/1ead85b0-dada-4d3e-8a39-3989aaba75c2.jpg: 640x640 Done. (0.013s) image 1421/3000 /content/Kaggle/JPG_test/1eb1be4c-db1d-4b3a-80f1-e80a65a177b7.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1422/3000 /content/Kaggle/JPG_test/1eb459ff-72ac-45d5-8ad0-a777456c5781.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1423/3000 /content/Kaggle/JPG_test/1ebb908b-d5b5-478e-9a91-107476ec3cc2.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1424/3000 /content/Kaggle/JPG_test/1ebf816d-3d54-4354-b6bd-9b84894f008e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1425/3000 /content/Kaggle/JPG_test/1ec0543e-a664-4fdb-8cc9-c96d20e975be.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1426/3000 /content/Kaggle/JPG_test/1ec0a41e-2a1c-4b4d-8737-06e8373c415e.jpg: 640x640 Done. (0.012s) image 1427/3000 /content/Kaggle/JPG_test/1ec28d4c-00d2-4370-bcd4-58067ba215d6.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1428/3000 /content/Kaggle/JPG_test/1ec51b9a-c8bf-42ee-af6b-26081365724a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1429/3000 /content/Kaggle/JPG_test/1ec545af-e606-4e3a-bb84-bd8313623b5d.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1430/3000 /content/Kaggle/JPG_test/1eca6e1f-ed7f-4acd-bafe-732ca767832d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1431/3000 /content/Kaggle/JPG_test/1ecf47f9-3905-4518-b171-bc58cdac5e54.jpg: 640x640 Done. (0.013s) image 1432/3000 /content/Kaggle/JPG_test/1ed08f16-e100-463c-adf1-3efbe99aae0a.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1433/3000 /content/Kaggle/JPG_test/1ed3b831-2452-4598-809e-69bb6f40f69e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1434/3000 /content/Kaggle/JPG_test/1ed63912-9df1-4251-8cfa-428dcda3a02b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1435/3000 /content/Kaggle/JPG_test/1ed7a23f-654c-4c0c-98ef-fd8d771cd901.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1436/3000 /content/Kaggle/JPG_test/1ed99207-1a38-4fc3-87f7-a4582fd4a8d8.jpg: 640x640 Done. (0.012s) image 1437/3000 /content/Kaggle/JPG_test/1eda3687-bdf5-469f-8fba-5000c559f48b.jpg: 640x640 Done. (0.012s) image 1438/3000 /content/Kaggle/JPG_test/1edccb0a-5f4f-4f6e-8ec3-8e8090f8449e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1439/3000 /content/Kaggle/JPG_test/1ede2e92-4ded-4086-8303-4b7596617e0f.jpg: 640x640 Done. (0.012s) image 1440/3000 /content/Kaggle/JPG_test/1ede50e8-25e8-4dd2-9f5f-df43f14227f8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1441/3000 /content/Kaggle/JPG_test/1ede5f6e-d575-4e09-9381-5a3da66540fd.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1442/3000 /content/Kaggle/JPG_test/1ede87d3-9d0a-4244-84b4-1d8faece7a9c.jpg: 640x640 Done. (0.014s) image 1443/3000 /content/Kaggle/JPG_test/1ee25bbb-a699-488d-90ee-3e09c16ea33f.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1444/3000 /content/Kaggle/JPG_test/1ee283b8-a589-4798-8c2b-5d6e6ff02697.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1445/3000 /content/Kaggle/JPG_test/1eeecd10-16a2-476f-8d81-867d5480bf01.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1446/3000 /content/Kaggle/JPG_test/1ef18823-a5f5-48e2-8e51-032110b4e6fc.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1447/3000 /content/Kaggle/JPG_test/1ef1ca84-8256-475f-9753-a32b5b17245d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1448/3000 /content/Kaggle/JPG_test/1ef27e91-b8c6-4f53-bb83-1bb7f0b9b933.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1449/3000 /content/Kaggle/JPG_test/1ef2bfbf-b68d-4981-8dc3-b5d7b54ad55e.jpg: 640x640 Done. (0.012s) image 1450/3000 /content/Kaggle/JPG_test/1ef50d59-05b7-4c40-a722-0096532a342f.jpg: 640x640 Done. (0.013s) image 1451/3000 /content/Kaggle/JPG_test/1f0056d6-a405-42d6-a088-123ed42bf1c6.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1452/3000 /content/Kaggle/JPG_test/1f0374aa-9366-4a24-8646-0b7656698026.jpg: 640x640 Done. (0.013s) image 1453/3000 /content/Kaggle/JPG_test/1f042317-fe9a-4ac4-b5af-6771e6be78f0.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1454/3000 /content/Kaggle/JPG_test/1f061b2f-cab2-44da-b3d8-7aa3a834cd98.jpg: 640x640 2 pneumonias, Done. (0.015s) image 1455/3000 /content/Kaggle/JPG_test/1f07ebba-bd60-40e6-869e-ab5e47340f54.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1456/3000 /content/Kaggle/JPG_test/1f0d63fb-3a49-4068-8330-c446f1db22eb.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1457/3000 /content/Kaggle/JPG_test/1f0dd281-9888-461e-9b45-cdb01eac4a49.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1458/3000 /content/Kaggle/JPG_test/1f0ea61e-f034-4e86-a968-b87f4743afe1.jpg: 640x640 Done. (0.012s) image 1459/3000 /content/Kaggle/JPG_test/1f0fc732-7f83-4ff0-81d4-dd7ff590da76.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1460/3000 /content/Kaggle/JPG_test/1f1136f7-3b32-49c3-bc9e-1b34be1b330b.jpg: 640x640 Done. (0.014s) image 1461/3000 /content/Kaggle/JPG_test/1f12de2d-3ab9-42d1-b68c-1d9af65c3e76.jpg: 640x640 Done. (0.013s) image 1462/3000 /content/Kaggle/JPG_test/1f14fadb-ed1c-4b2e-88e7-9dd525c53542.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1463/3000 /content/Kaggle/JPG_test/1f1505eb-31b8-49ad-a6ef-aa0e94eba496.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1464/3000 /content/Kaggle/JPG_test/1f164d6c-eb0b-45f1-97d9-bd261ccb52b2.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1465/3000 /content/Kaggle/JPG_test/1f18d832-13b9-40e9-9797-a6433c742296.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1466/3000 /content/Kaggle/JPG_test/1f1a0bd2-7589-442a-be91-3c284020fae7.jpg: 640x640 Done. (0.012s) image 1467/3000 /content/Kaggle/JPG_test/1f1b462c-3e97-4d58-bb3d-1eb43a0ff323.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1468/3000 /content/Kaggle/JPG_test/1f1bf83e-6cb7-473b-9f27-f1a91cc8d116.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1469/3000 /content/Kaggle/JPG_test/1f23aad3-357f-45cf-8d7d-a40f931ba4f4.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1470/3000 /content/Kaggle/JPG_test/1f23c765-65b3-497b-82e3-baf798c4ad31.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1471/3000 /content/Kaggle/JPG_test/1f24d017-75bc-4914-9dc0-2b72f931092e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1472/3000 /content/Kaggle/JPG_test/1f27caf8-fe15-47cd-915e-18999274bcb3.jpg: 640x640 Done. (0.013s) image 1473/3000 /content/Kaggle/JPG_test/1f2c90dd-ee34-481e-8f9b-813b11060969.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1474/3000 /content/Kaggle/JPG_test/1f2faab3-bcdc-4f7f-a8a2-d4e65b93da3e.jpg: 640x640 Done. (0.012s) image 1475/3000 /content/Kaggle/JPG_test/1f329fc3-bd14-4643-b98c-0bd2a3a072ae.jpg: 640x640 Done. (0.013s) image 1476/3000 /content/Kaggle/JPG_test/1f33f831-62fa-432f-9836-b5b18624ff4b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1477/3000 /content/Kaggle/JPG_test/1f35b2f3-dbf0-465d-9ce8-4788b89bf412.jpg: 640x640 Done. (0.012s) image 1478/3000 /content/Kaggle/JPG_test/1f39e12b-8d3b-40d4-9992-524392018df0.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1479/3000 /content/Kaggle/JPG_test/1f3ce812-db6a-4b53-a351-ca1c061c045a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1480/3000 /content/Kaggle/JPG_test/1f4608af-af81-4482-811d-596d7bc7844f.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1481/3000 /content/Kaggle/JPG_test/1f499457-7527-495c-88cc-e110465e22c0.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1482/3000 /content/Kaggle/JPG_test/1f4fbede-6f84-4ee8-a363-31fc39ddc6cb.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1483/3000 /content/Kaggle/JPG_test/1f503a18-442d-44aa-894a-6f4eb9d16c48.jpg: 640x640 Done. (0.012s) image 1484/3000 /content/Kaggle/JPG_test/1f55113e-db6e-4b97-853a-7e8f7e1fe451.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1485/3000 /content/Kaggle/JPG_test/1f5d4203-5328-4461-b007-14063909902e.jpg: 640x640 Done. (0.012s) image 1486/3000 /content/Kaggle/JPG_test/1f5f2bb2-acc2-4c18-b6d5-212f9a9980b5.jpg: 640x640 Done. (0.013s) image 1487/3000 /content/Kaggle/JPG_test/1f665284-6414-461c-9210-61fe107e8fbe.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1488/3000 /content/Kaggle/JPG_test/1f66deb5-d400-4f1c-a848-8610a00bf272.jpg: 640x640 Done. (0.013s) image 1489/3000 /content/Kaggle/JPG_test/1f670057-5030-4549-8a10-392fb97f520f.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1490/3000 /content/Kaggle/JPG_test/1f68a1f7-8f1a-4ff1-ae74-c85ff1567ad6.jpg: 640x640 Done. (0.012s) image 1491/3000 /content/Kaggle/JPG_test/1f69bd0a-8e25-4c4e-b5be-f4395f032f58.jpg: 640x640 Done. (0.012s) image 1492/3000 /content/Kaggle/JPG_test/1f6f5cb0-c537-4346-9300-98cf782d434f.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1493/3000 /content/Kaggle/JPG_test/1f70a977-7222-4952-9ab3-7e1e03bab09c.jpg: 640x640 Done. (0.012s) image 1494/3000 /content/Kaggle/JPG_test/1f730e9b-ed3f-411a-8966-966783894e07.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1495/3000 /content/Kaggle/JPG_test/1f73191d-033b-49f2-8e4e-265e164f263c.jpg: 640x640 Done. (0.012s) image 1496/3000 /content/Kaggle/JPG_test/1f75252b-2fff-4b7d-82cb-31189112f05b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1497/3000 /content/Kaggle/JPG_test/1f7a058d-0e7b-4273-adf0-41bda220208e.jpg: 640x640 Done. (0.012s) image 1498/3000 /content/Kaggle/JPG_test/1f7a2d81-5f0f-454c-b35d-5da9be2c825b.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1499/3000 /content/Kaggle/JPG_test/1f7fe736-3806-4995-938b-46b86b764c2e.jpg: 640x640 Done. (0.012s) image 1500/3000 /content/Kaggle/JPG_test/1f80360d-cc72-4e06-bdea-8a1afc14b4fa.jpg: 640x640 Done. (0.012s) image 1501/3000 /content/Kaggle/JPG_test/1f84d048-0bce-45fa-87f9-2c7356b753f9.jpg: 640x640 Done. (0.014s) image 1502/3000 /content/Kaggle/JPG_test/1f875a43-1c65-4617-adfc-9f861a1f3fc4.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1503/3000 /content/Kaggle/JPG_test/1f8923fc-241f-40c0-b098-afc1aa6deead.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1504/3000 /content/Kaggle/JPG_test/1f8ab482-338a-4b66-837e-a6c510e18607.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1505/3000 /content/Kaggle/JPG_test/1f9718e5-6d11-492e-83f5-c924986b0bb6.jpg: 640x640 Done. (0.012s) image 1506/3000 /content/Kaggle/JPG_test/1f9acf4c-b60a-4e3c-8ceb-61b73fc36e1d.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1507/3000 /content/Kaggle/JPG_test/1f9d65d3-5b6b-4abb-856f-791692e229d0.jpg: 640x640 Done. (0.012s) image 1508/3000 /content/Kaggle/JPG_test/1f9ea025-6ead-495e-a8e3-71682a2532ad.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1509/3000 /content/Kaggle/JPG_test/1fa15a86-f25b-45bf-a4d8-f0651d3714a8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1510/3000 /content/Kaggle/JPG_test/1fa3ab62-559c-4383-840b-e125b861ce53.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1511/3000 /content/Kaggle/JPG_test/1fa750dd-38ed-4002-99ee-5138338afa5c.jpg: 640x640 Done. (0.012s) image 1512/3000 /content/Kaggle/JPG_test/1fad54d3-e697-4009-84ad-24c5bd09b36a.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1513/3000 /content/Kaggle/JPG_test/1fb092e7-1703-4c05-93de-6e0034a99f20.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1514/3000 /content/Kaggle/JPG_test/1fb19175-ac6e-4b37-a78a-bfc15cbe4ceb.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1515/3000 /content/Kaggle/JPG_test/1fb21356-f5c3-4504-bdf1-5baefed7316c.jpg: 640x640 Done. (0.012s) image 1516/3000 /content/Kaggle/JPG_test/1fb4d7b3-b133-4c57-8657-f3176e0db110.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1517/3000 /content/Kaggle/JPG_test/1fb7012a-2de8-4d31-b567-712b17bb1bb0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1518/3000 /content/Kaggle/JPG_test/1fbb1bca-4e41-4758-8ed8-cc4cbde7dffe.jpg: 640x640 Done. (0.013s) image 1519/3000 /content/Kaggle/JPG_test/1fbb281f-71a2-408e-939c-12c0a473db5b.jpg: 640x640 Done. (0.012s) image 1520/3000 /content/Kaggle/JPG_test/1fbd203a-c02d-4406-94d1-e0caae0df5cd.jpg: 640x640 Done. (0.012s) image 1521/3000 /content/Kaggle/JPG_test/1fc3831a-7b78-48c5-90c1-af8971ee9eae.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1522/3000 /content/Kaggle/JPG_test/1fc7fea2-7b2e-4fe0-a74f-6f7e6ba86e4f.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1523/3000 /content/Kaggle/JPG_test/1fc91f5d-b495-4326-911b-18d0383f25ea.jpg: 640x640 Done. (0.012s) image 1524/3000 /content/Kaggle/JPG_test/1fc96ff0-860f-4fe6-8743-979a78eff9d6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1525/3000 /content/Kaggle/JPG_test/1fcbe192-08ca-4ec9-b80a-fbde810c24a8.jpg: 640x640 Done. (0.012s) image 1526/3000 /content/Kaggle/JPG_test/1fd4f805-9860-4c13-821c-a7836fd1d90d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1527/3000 /content/Kaggle/JPG_test/1fd519c1-7a2f-47dc-8904-a5174fe7d2e6.jpg: 640x640 Done. (0.012s) image 1528/3000 /content/Kaggle/JPG_test/1fd5a4d2-b0f2-4d58-bdd9-0dd1862a523f.jpg: 640x640 Done. (0.015s) image 1529/3000 /content/Kaggle/JPG_test/1fd5b190-a8a3-4ba7-a0c9-8f79ef3bcaec.jpg: 640x640 Done. (0.012s) image 1530/3000 /content/Kaggle/JPG_test/1fdd1ada-bbfc-4466-afc6-93a1f26446ae.jpg: 640x640 Done. (0.013s) image 1531/3000 /content/Kaggle/JPG_test/1fe13598-c02b-4155-b189-be9922bb5f79.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1532/3000 /content/Kaggle/JPG_test/1fe340ae-ec21-4b63-af7d-75ce858e126f.jpg: 640x640 1 pneumonia, Done. (0.015s) image 1533/3000 /content/Kaggle/JPG_test/1fe3ad5f-28d1-4d32-a67d-e9ba8188cde7.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1534/3000 /content/Kaggle/JPG_test/1fe85e91-636e-469c-b4d3-6ddbe2f361c4.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1535/3000 /content/Kaggle/JPG_test/1fe96923-d9d0-4be7-8aa7-48b3ab14628f.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1536/3000 /content/Kaggle/JPG_test/1fe97b7f-62e1-4b0c-84b4-d41486039f01.jpg: 640x640 Done. (0.013s) image 1537/3000 /content/Kaggle/JPG_test/1feb1e8f-4262-4a93-b104-262ecafeaffc.jpg: 640x640 Done. (0.012s) image 1538/3000 /content/Kaggle/JPG_test/1feb318a-20e7-4fc8-8e6a-145416f972b4.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1539/3000 /content/Kaggle/JPG_test/1fec0554-a0e1-4328-99f7-28146ad2577a.jpg: 640x640 Done. (0.013s) image 1540/3000 /content/Kaggle/JPG_test/1fee9c7a-aabb-4000-93b4-52abd78efa94.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1541/3000 /content/Kaggle/JPG_test/1ff10836-3179-4bdb-9c7c-b24acbb4051c.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1542/3000 /content/Kaggle/JPG_test/1ff240ca-a693-4a0e-926f-cc1e322e1569.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1543/3000 /content/Kaggle/JPG_test/1ff48706-9186-4d26-a805-02c46e219833.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1544/3000 /content/Kaggle/JPG_test/1ff4d829-9c29-4f68-995e-2d267375c83c.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1545/3000 /content/Kaggle/JPG_test/1ff8b4d7-7799-4d2e-be27-218c244ac73e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1546/3000 /content/Kaggle/JPG_test/1ff93860-0196-44f1-a9a5-4210fe7e5d96.jpg: 640x640 Done. (0.012s) image 1547/3000 /content/Kaggle/JPG_test/1ffb8eee-5a79-48a8-9f14-eada75c26c19.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1548/3000 /content/Kaggle/JPG_test/200035d6-f2fa-4281-b1be-781fa95e015e.jpg: 640x640 Done. (0.012s) image 1549/3000 /content/Kaggle/JPG_test/20003c7c-3308-4df2-9da3-ac104f8e50b7.jpg: 640x640 Done. (0.012s) image 1550/3000 /content/Kaggle/JPG_test/20020bf8-2fda-4ba6-b1d3-d573c8956069.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1551/3000 /content/Kaggle/JPG_test/20066f13-419b-408a-bc34-d8be58df5708.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1552/3000 /content/Kaggle/JPG_test/2007ca99-a785-4706-9f73-8000f3226c28.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1553/3000 /content/Kaggle/JPG_test/200b01ab-7e6e-4790-959e-d569c278f16a.jpg: 640x640 Done. (0.012s) image 1554/3000 /content/Kaggle/JPG_test/200c29e0-0373-48ea-b14c-4c811ad0f123.jpg: 640x640 Done. (0.014s) image 1555/3000 /content/Kaggle/JPG_test/2010152a-88a2-4d63-9349-6fda8db0800b.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1556/3000 /content/Kaggle/JPG_test/20143e00-cbcd-4d68-9900-bd939d5963e5.jpg: 640x640 1 pneumonia, Done. (0.011s) image 1557/3000 /content/Kaggle/JPG_test/201508e7-84a0-4df3-ba82-87b6d200acd3.jpg: 640x640 Done. (0.012s) image 1558/3000 /content/Kaggle/JPG_test/20163ab5-99f3-4bc9-b13e-2d8910370eaf.jpg: 640x640 2 pneumonias, Done. (0.015s) image 1559/3000 /content/Kaggle/JPG_test/2017c617-7593-4996-9faf-3db972b7e7d9.jpg: 640x640 Done. (0.012s) image 1560/3000 /content/Kaggle/JPG_test/201e5036-cbcd-47bc-8fd0-5558eaeda272.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1561/3000 /content/Kaggle/JPG_test/2020cce9-96e5-4e02-a806-c2350a25c430.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1562/3000 /content/Kaggle/JPG_test/20214557-cbc9-45ec-a162-15b8ee795702.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1563/3000 /content/Kaggle/JPG_test/2021bb8f-9fad-4220-b7a4-73894f5dbc19.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1564/3000 /content/Kaggle/JPG_test/2030b3be-cb12-4a2f-b96a-ddd702d361cb.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1565/3000 /content/Kaggle/JPG_test/20320517-d325-4a1e-ac50-f9af99975634.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1566/3000 /content/Kaggle/JPG_test/2037ee0c-2b69-43fc-b155-efbd79c0d644.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1567/3000 /content/Kaggle/JPG_test/20399748-a859-4468-851b-ddbfb3de61d1.jpg: 640x640 Done. (0.012s) image 1568/3000 /content/Kaggle/JPG_test/203b1b72-8b45-469a-b023-3a460f360a34.jpg: 640x640 Done. (0.012s) image 1569/3000 /content/Kaggle/JPG_test/2049f0d6-5c21-4fd8-a74c-997e096e71af.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1570/3000 /content/Kaggle/JPG_test/204d03dd-3faf-4c16-a432-a139493c2928.jpg: 640x640 Done. (0.015s) image 1571/3000 /content/Kaggle/JPG_test/20529880-4ce1-46ee-aeef-763a7e80668c.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1572/3000 /content/Kaggle/JPG_test/2055beb3-a6e0-4133-82b5-a60e4d428ef3.jpg: 640x640 Done. (0.013s) image 1573/3000 /content/Kaggle/JPG_test/20563db8-4509-4d84-93e0-72d19c2ad6f8.jpg: 640x640 Done. (0.012s) image 1574/3000 /content/Kaggle/JPG_test/205f6d99-0870-499f-9644-92b98d985d62.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1575/3000 /content/Kaggle/JPG_test/205ff415-45e6-4b0d-b9b3-321532ccdf86.jpg: 640x640 Done. (0.014s) image 1576/3000 /content/Kaggle/JPG_test/206955df-8dba-4529-b71c-46daba6ddd00.jpg: 640x640 Done. (0.015s) image 1577/3000 /content/Kaggle/JPG_test/2069e8aa-9fe5-442a-9c28-e3f12d3addf6.jpg: 640x640 Done. (0.012s) image 1578/3000 /content/Kaggle/JPG_test/206bdd43-542c-4888-a7e5-4e1932638b0d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1579/3000 /content/Kaggle/JPG_test/206c3b5d-8229-4a9f-b00f-3f62c5949de9.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1580/3000 /content/Kaggle/JPG_test/206f38dc-9b8a-4559-aaf7-b612fbd06ede.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1581/3000 /content/Kaggle/JPG_test/20702407-dfbc-49b8-9324-311961fb1ee2.jpg: 640x640 Done. (0.013s) image 1582/3000 /content/Kaggle/JPG_test/207108d9-45b6-42a0-a967-d15cc7c3bf73.jpg: 640x640 2 pneumonias, Done. (0.019s) image 1583/3000 /content/Kaggle/JPG_test/2073e3a8-945c-4e76-b911-1d79a25cd683.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1584/3000 /content/Kaggle/JPG_test/20770b3a-be8b-47a8-beb0-9254fab636c5.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1585/3000 /content/Kaggle/JPG_test/207aa3ce-48b1-46af-98b8-c8905b145b3b.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1586/3000 /content/Kaggle/JPG_test/208017c8-d1b0-46a9-9e54-7fdd2af71090.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1587/3000 /content/Kaggle/JPG_test/2082f53e-fb13-4401-9c23-476582bc5b19.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1588/3000 /content/Kaggle/JPG_test/2086d3cc-021d-42d9-ad29-119b86f0b29c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1589/3000 /content/Kaggle/JPG_test/2088a33e-1f81-4343-a2c2-d7ee33da47f9.jpg: 640x640 Done. (0.014s) image 1590/3000 /content/Kaggle/JPG_test/208a6648-73ce-4de4-af7d-19c703d9200b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1591/3000 /content/Kaggle/JPG_test/208c6592-2055-4cde-98c3-dd48419088e9.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1592/3000 /content/Kaggle/JPG_test/208db98a-049c-48ed-815a-5bd6f6d2b8af.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1593/3000 /content/Kaggle/JPG_test/208e3daf-18cb-4bf7-8325-0acf318ed62c.jpg: 640x640 2 pneumonias, Done. (0.015s) image 1594/3000 /content/Kaggle/JPG_test/2094874f-2524-44ca-b3c5-6c4fc574625c.jpg: 640x640 Done. (0.012s) image 1595/3000 /content/Kaggle/JPG_test/20952d76-da81-4bd9-a939-7a44145fb68b.jpg: 640x640 Done. (0.013s) image 1596/3000 /content/Kaggle/JPG_test/20970cf5-ca04-40f6-ab83-9fa5b3aff9aa.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1597/3000 /content/Kaggle/JPG_test/20a1f88f-a3bf-4c15-be35-96a0b6334b82.jpg: 640x640 3 pneumonias, Done. (0.015s) image 1598/3000 /content/Kaggle/JPG_test/20a20749-60a9-4132-81f1-aeac418676c6.jpg: 640x640 Done. (0.013s) image 1599/3000 /content/Kaggle/JPG_test/20a55f7b-de8d-424a-9f74-4ec4551a5c19.jpg: 640x640 Done. (0.012s) image 1600/3000 /content/Kaggle/JPG_test/20a95506-bfd0-44e2-964f-7b4140ed60a5.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1601/3000 /content/Kaggle/JPG_test/20b02346-0873-481f-a701-5ed8155717d0.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1602/3000 /content/Kaggle/JPG_test/20b0afdd-c8ac-4049-b07f-22b5af366bf6.jpg: 640x640 Done. (0.013s) image 1603/3000 /content/Kaggle/JPG_test/20b2d0e2-c98a-4258-8032-0c64cbd40df5.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1604/3000 /content/Kaggle/JPG_test/20b99054-7b83-453b-b514-8aa7f0d7cfb4.jpg: 640x640 Done. (0.012s) image 1605/3000 /content/Kaggle/JPG_test/20ba7cd0-8c70-4a8e-a419-e376ae06e810.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1606/3000 /content/Kaggle/JPG_test/20c48f19-6618-413a-99b9-9dc396f2bdc8.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1607/3000 /content/Kaggle/JPG_test/20caa5ca-2910-4109-946c-04598d716583.jpg: 640x640 Done. (0.012s) image 1608/3000 /content/Kaggle/JPG_test/20cb687a-8d15-447f-8546-bff2f8f12f7d.jpg: 640x640 4 pneumonias, Done. (0.014s) image 1609/3000 /content/Kaggle/JPG_test/20cdf26d-84e2-4f06-91d3-3fb35629dac9.jpg: 640x640 Done. (0.012s) image 1610/3000 /content/Kaggle/JPG_test/20cf7cea-879e-47fe-937c-15a258dff0e3.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1611/3000 /content/Kaggle/JPG_test/20d2cbfe-4a02-4693-a8ad-546a6c5f15f8.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1612/3000 /content/Kaggle/JPG_test/20d9afc7-a8aa-414d-9e44-fce8775b0dbb.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1613/3000 /content/Kaggle/JPG_test/20da1944-1714-4170-a08a-8b82c0788ad5.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1614/3000 /content/Kaggle/JPG_test/20e6c681-9559-410b-abf3-cc0b0d71889d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1615/3000 /content/Kaggle/JPG_test/20e75ed8-6388-4d51-87f6-eaf92eddca29.jpg: 640x640 Done. (0.012s) image 1616/3000 /content/Kaggle/JPG_test/20f0b519-4336-4f74-b03d-ddc95d454bdb.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1617/3000 /content/Kaggle/JPG_test/20f38c57-8a12-493d-90ab-4c6c7f0798ba.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1618/3000 /content/Kaggle/JPG_test/20f708ac-0e1a-40fb-908c-5091f4a4c08d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1619/3000 /content/Kaggle/JPG_test/20f7fda5-8ccf-42c8-b87e-89b78e35366e.jpg: 640x640 Done. (0.015s) image 1620/3000 /content/Kaggle/JPG_test/20fca1d7-2960-40c8-8752-abb56f960d41.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1621/3000 /content/Kaggle/JPG_test/2101330d-3356-4236-bfda-f4663679a970.jpg: 640x640 Done. (0.012s) image 1622/3000 /content/Kaggle/JPG_test/21109de5-475a-48ac-9727-0b2bf8867331.jpg: 640x640 Done. (0.013s) image 1623/3000 /content/Kaggle/JPG_test/21111847-5b1d-416c-8561-5863463d214b.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1624/3000 /content/Kaggle/JPG_test/2111488b-6c55-4f89-9ec4-35b265b36b46.jpg: 640x640 Done. (0.013s) image 1625/3000 /content/Kaggle/JPG_test/2114aa76-4a8f-4061-8950-bf80bcfca0bd.jpg: 640x640 Done. (0.012s) image 1626/3000 /content/Kaggle/JPG_test/2115a65e-319c-4ace-af8b-0617af31646a.jpg: 640x640 Done. (0.012s) image 1627/3000 /content/Kaggle/JPG_test/211702c1-a91e-46b5-b3d9-6669212a7fd0.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1628/3000 /content/Kaggle/JPG_test/211b7ec9-80a6-466d-961c-66bcad202137.jpg: 640x640 Done. (0.012s) image 1629/3000 /content/Kaggle/JPG_test/211f242e-8f05-4307-bf14-dcb8270dda7b.jpg: 640x640 Done. (0.013s) image 1630/3000 /content/Kaggle/JPG_test/21203843-f47b-4757-9a9e-832426cd3938.jpg: 640x640 Done. (0.012s) image 1631/3000 /content/Kaggle/JPG_test/21208bec-714f-43ef-b145-aa3442f844a9.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1632/3000 /content/Kaggle/JPG_test/21271204-1954-43bc-973b-63b896c17374.jpg: 640x640 Done. (0.012s) image 1633/3000 /content/Kaggle/JPG_test/21287f7f-c054-4a78-8afc-23fe395eb213.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1634/3000 /content/Kaggle/JPG_test/212c2acd-13d3-42fc-9bc1-1bca386189ec.jpg: 640x640 Done. (0.014s) image 1635/3000 /content/Kaggle/JPG_test/212ed8a0-fa74-47e2-a34a-9f264a65cacb.jpg: 640x640 Done. (0.012s) image 1636/3000 /content/Kaggle/JPG_test/21346b75-7877-4ac4-9c07-3ab45c2c4a7d.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1637/3000 /content/Kaggle/JPG_test/2139df25-6c09-4136-b987-4c2d7e71e200.jpg: 640x640 Done. (0.012s) image 1638/3000 /content/Kaggle/JPG_test/213afd14-1f46-47f8-9ffd-da8350be7b04.jpg: 640x640 Done. (0.013s) image 1639/3000 /content/Kaggle/JPG_test/2140f05c-c1df-4535-ab25-2792522ad89d.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1640/3000 /content/Kaggle/JPG_test/21425b38-6c21-4679-b203-245d0c811cdb.jpg: 640x640 Done. (0.013s) image 1641/3000 /content/Kaggle/JPG_test/21425cab-c511-4129-961c-ce5fc01715b1.jpg: 640x640 Done. (0.012s) image 1642/3000 /content/Kaggle/JPG_test/2145b66e-129e-411c-9ed9-b3c6f69ee20c.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1643/3000 /content/Kaggle/JPG_test/214d9224-97dd-470a-abd6-59d756228452.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1644/3000 /content/Kaggle/JPG_test/214e0545-1efa-4fe8-a884-a778473e4671.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1645/3000 /content/Kaggle/JPG_test/21559d4a-04ce-4590-b890-6e8873253d97.jpg: 640x640 Done. (0.012s) image 1646/3000 /content/Kaggle/JPG_test/215700ac-5dcf-4d9f-8124-4e7cde3788d2.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1647/3000 /content/Kaggle/JPG_test/2159f35d-f7a9-45f8-aeb1-133234ae1914.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1648/3000 /content/Kaggle/JPG_test/215b006e-9bb8-4056-b3fc-aa097f5ff4b9.jpg: 640x640 1 pneumonia, Done. (0.016s) image 1649/3000 /content/Kaggle/JPG_test/215bbba8-f33b-49f1-a539-aae38cb82f12.jpg: 640x640 Done. (0.012s) image 1650/3000 /content/Kaggle/JPG_test/215d4b0a-b546-4eae-ab7a-39b303f7248b.jpg: 640x640 Done. (0.012s) image 1651/3000 /content/Kaggle/JPG_test/21627d48-f10f-4fa0-9167-f08c832cdeb0.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1652/3000 /content/Kaggle/JPG_test/216356d5-711f-4358-b4ac-41468a70f96f.jpg: 640x640 Done. (0.014s) image 1653/3000 /content/Kaggle/JPG_test/2164b764-955a-4d94-abd9-b0e5782319cf.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1654/3000 /content/Kaggle/JPG_test/21698e32-6477-4178-bbe3-9e538d3c9d6b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1655/3000 /content/Kaggle/JPG_test/216bac30-0d82-425f-ae57-eb6c2fc01271.jpg: 640x640 Done. (0.012s) image 1656/3000 /content/Kaggle/JPG_test/2170ee5b-c39b-4bfb-873f-92eafa183b4d.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1657/3000 /content/Kaggle/JPG_test/2170fcb3-ac43-4128-a256-dc58c3f7381b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1658/3000 /content/Kaggle/JPG_test/2173269e-6264-44fb-a0f0-9278e7e42c8f.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1659/3000 /content/Kaggle/JPG_test/2179339d-e6f0-49ba-a405-bfb4845fdf5a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1660/3000 /content/Kaggle/JPG_test/21797ffc-8258-415c-b886-5ac6e60e6962.jpg: 640x640 Done. (0.013s) image 1661/3000 /content/Kaggle/JPG_test/217d4bfe-ddf4-4e2e-9fb1-f967c67a12c9.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1662/3000 /content/Kaggle/JPG_test/2180885a-f469-4512-845e-deb6f1ec9317.jpg: 640x640 Done. (0.012s) image 1663/3000 /content/Kaggle/JPG_test/2185b766-f19c-43b0-b91c-e31e0589dc4d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1664/3000 /content/Kaggle/JPG_test/2189bf86-a0cc-4aeb-9320-273a6236d10a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1665/3000 /content/Kaggle/JPG_test/218b656e-0c88-493c-a567-af93166ec37a.jpg: 640x640 Done. (0.013s) image 1666/3000 /content/Kaggle/JPG_test/218e107d-4719-4bc0-aba8-cd1f055708b7.jpg: 640x640 Done. (0.014s) image 1667/3000 /content/Kaggle/JPG_test/21997496-9bae-4fca-b742-032e333f6e0d.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1668/3000 /content/Kaggle/JPG_test/219d76a5-44b8-4e95-b651-d638661b89ec.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1669/3000 /content/Kaggle/JPG_test/219e8604-5624-4059-92c2-401e528484e2.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1670/3000 /content/Kaggle/JPG_test/21a34cf2-823f-4699-8286-43931ef708cf.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1671/3000 /content/Kaggle/JPG_test/21a6488b-80dc-4caf-8d7b-a375011d70dc.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1672/3000 /content/Kaggle/JPG_test/21a7dbab-2bdc-4656-b51b-7f9dba14e39c.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1673/3000 /content/Kaggle/JPG_test/21ab7839-a62c-4829-bde0-378d0ca4cc21.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1674/3000 /content/Kaggle/JPG_test/21afe23f-2e32-412e-88f4-23eb4cff9ed5.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1675/3000 /content/Kaggle/JPG_test/21b094d6-593d-4dc2-a53f-c8edf0ce4f59.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1676/3000 /content/Kaggle/JPG_test/21b0c6dd-5278-43f6-ac94-4f5c443a2c45.jpg: 640x640 Done. (0.013s) image 1677/3000 /content/Kaggle/JPG_test/21b5ff6c-8c43-4473-8f45-5abf9cc15ff0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1678/3000 /content/Kaggle/JPG_test/21bd7ee7-584f-4b18-98ce-38a7b76b644d.jpg: 640x640 Done. (0.012s) image 1679/3000 /content/Kaggle/JPG_test/21c8c4af-d6cc-45d8-adf2-0f975d79108d.jpg: 640x640 Done. (0.012s) image 1680/3000 /content/Kaggle/JPG_test/21cc46d4-b5a8-4296-93ba-0f16bf88b30b.jpg: 640x640 Done. (0.014s) image 1681/3000 /content/Kaggle/JPG_test/21cfe0df-22f3-44c5-98d1-3f807433d26b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1682/3000 /content/Kaggle/JPG_test/21d231c5-d903-4acf-ab7e-b7bc7ea009f1.jpg: 640x640 Done. (0.012s) image 1683/3000 /content/Kaggle/JPG_test/21dfd5ca-35cf-4159-989f-734ba8c37ebb.jpg: 640x640 Done. (0.012s) image 1684/3000 /content/Kaggle/JPG_test/21e42e94-8d99-43d6-8e06-e795cd00f69d.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1685/3000 /content/Kaggle/JPG_test/21e4adcf-ed69-4dfd-9b69-6ad33a424733.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1686/3000 /content/Kaggle/JPG_test/21e696f2-9d4e-42b0-8fe6-e4e59e667476.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1687/3000 /content/Kaggle/JPG_test/21e738e1-8847-4c7e-9f80-62212d3461f5.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1688/3000 /content/Kaggle/JPG_test/21ea7be5-b0a4-4d96-b56d-8288dd0292cd.jpg: 640x640 Done. (0.013s) image 1689/3000 /content/Kaggle/JPG_test/21ea97d1-c6f8-460a-8487-8530b4fcef02.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1690/3000 /content/Kaggle/JPG_test/21ec1079-962b-46fd-a489-871c2cb3bf32.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1691/3000 /content/Kaggle/JPG_test/21ef32bf-62fb-4868-b7a4-f29b21a5ede4.jpg: 640x640 Done. (0.013s) image 1692/3000 /content/Kaggle/JPG_test/21f097aa-37d0-4340-a132-85e80880f5d0.jpg: 640x640 Done. (0.013s) image 1693/3000 /content/Kaggle/JPG_test/21f202b2-fa91-490b-9e48-8cb38078a7c8.jpg: 640x640 Done. (0.012s) image 1694/3000 /content/Kaggle/JPG_test/21f523b0-7213-4d04-94d7-4ca690ecb69d.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1695/3000 /content/Kaggle/JPG_test/21f7cfff-d8a5-4585-8dab-8cf4c13d991c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1696/3000 /content/Kaggle/JPG_test/21f9f4de-27e2-4324-91cf-2871fe2a670c.jpg: 640x640 Done. (0.012s) image 1697/3000 /content/Kaggle/JPG_test/21fbfc34-e070-41fe-acad-cf3b520237f4.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1698/3000 /content/Kaggle/JPG_test/22033047-8ce0-4bc1-9d2a-02397029e334.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1699/3000 /content/Kaggle/JPG_test/220636b9-b401-438a-a894-529918d12af9.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1700/3000 /content/Kaggle/JPG_test/2215b907-f15e-4b26-ba95-e9eebcaef2b6.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1701/3000 /content/Kaggle/JPG_test/22193d3b-ae61-40c1-a5ea-4fd26a84c60e.jpg: 640x640 Done. (0.012s) image 1702/3000 /content/Kaggle/JPG_test/22226c9e-e3a5-490e-a744-e20855d0853b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1703/3000 /content/Kaggle/JPG_test/22269d6b-6acb-455d-a5c9-85e122cc452b.jpg: 640x640 Done. (0.012s) image 1704/3000 /content/Kaggle/JPG_test/2228940d-d9f1-4f96-820d-baae56f766d4.jpg: 640x640 Done. (0.012s) image 1705/3000 /content/Kaggle/JPG_test/222b5868-4ffe-480d-9441-2e7d793b5049.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1706/3000 /content/Kaggle/JPG_test/222d0924-ad58-47af-a4a0-d60339febc1e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1707/3000 /content/Kaggle/JPG_test/223adc8b-4ded-481f-85ba-f4b8ce619d7a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1708/3000 /content/Kaggle/JPG_test/223e7914-1cdb-4fe4-a086-0969efed0ee5.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1709/3000 /content/Kaggle/JPG_test/224218a9-be4d-4564-9f35-8a4d1b5a1f41.jpg: 640x640 Done. (0.015s) image 1710/3000 /content/Kaggle/JPG_test/22465003-1c9f-4ced-891c-7cc23dad7318.jpg: 640x640 Done. (0.012s) image 1711/3000 /content/Kaggle/JPG_test/2248f0d6-2adf-4206-a025-452a6413567a.jpg: 640x640 Done. (0.012s) image 1712/3000 /content/Kaggle/JPG_test/2254a9c2-16e1-48e8-b7c7-1688163da7c8.jpg: 640x640 Done. (0.012s) image 1713/3000 /content/Kaggle/JPG_test/22569e21-9b6e-4ec7-aef1-359ff0cfd4e1.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1714/3000 /content/Kaggle/JPG_test/22585477-ba03-49d6-b16a-9cddf05e6b66.jpg: 640x640 Done. (0.012s) image 1715/3000 /content/Kaggle/JPG_test/22669933-5680-4544-a22d-08f7875d2d3f.jpg: 640x640 Done. (0.012s) image 1716/3000 /content/Kaggle/JPG_test/22684349-817a-4855-909e-3765dd94a1cd.jpg: 640x640 Done. (0.013s) image 1717/3000 /content/Kaggle/JPG_test/226d2b5a-b943-48fe-ac77-bf54f57cbca9.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1718/3000 /content/Kaggle/JPG_test/227356aa-6ad9-4418-bdd1-8723d81bf3d5.jpg: 640x640 Done. (0.012s) image 1719/3000 /content/Kaggle/JPG_test/22741fb4-55ab-408d-b782-6038eb0fcb54.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1720/3000 /content/Kaggle/JPG_test/2276b258-5b47-4c7d-ab1f-5b2bae4a8fc4.jpg: 640x640 Done. (0.013s) image 1721/3000 /content/Kaggle/JPG_test/228007ba-1c64-4e76-be5c-7b7f17aa499f.jpg: 640x640 1 pneumonia, Done. (0.011s) image 1722/3000 /content/Kaggle/JPG_test/22855945-01f8-4bde-bf70-23fcf73c6ef1.jpg: 640x640 Done. (0.011s) image 1723/3000 /content/Kaggle/JPG_test/2287cc8e-e51d-4e32-9eca-760c49e4539d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1724/3000 /content/Kaggle/JPG_test/2289399a-783c-404b-ab3b-88345c3dd952.jpg: 640x640 Done. (0.012s) image 1725/3000 /content/Kaggle/JPG_test/2289c8c0-9f7a-4709-8ee4-38f5e41612d1.jpg: 640x640 Done. (0.012s) image 1726/3000 /content/Kaggle/JPG_test/2289fee2-698b-46d5-aaca-00818824598a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1727/3000 /content/Kaggle/JPG_test/228e01b5-a702-4a47-9f4d-b5023f583312.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1728/3000 /content/Kaggle/JPG_test/2297bc72-aba0-4396-8d7c-dbc7cdca18ec.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1729/3000 /content/Kaggle/JPG_test/229b1b99-4f23-4a1b-9cac-2890d07abc96.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1730/3000 /content/Kaggle/JPG_test/229bb456-7c14-402a-a61f-fc2e5aac9729.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1731/3000 /content/Kaggle/JPG_test/229ce52f-9e0b-4b6d-abd5-60fc9c3a024a.jpg: 640x640 Done. (0.012s) image 1732/3000 /content/Kaggle/JPG_test/229e6cb4-e8fd-43ce-9ab9-5ddd95e28d2b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1733/3000 /content/Kaggle/JPG_test/22a18f60-4e35-4bb8-8b22-235a58b93abd.jpg: 640x640 Done. (0.012s) image 1734/3000 /content/Kaggle/JPG_test/22a1fce3-ad32-40a7-832b-ebcfee4da711.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1735/3000 /content/Kaggle/JPG_test/22a25fe8-7b6d-4c13-8996-c1518515473a.jpg: 640x640 Done. (0.012s) image 1736/3000 /content/Kaggle/JPG_test/22a5a7ed-41dc-47ad-bf9a-660eeee035bd.jpg: 640x640 Done. (0.013s) image 1737/3000 /content/Kaggle/JPG_test/22ab3f86-c9f0-42a1-a594-ad0c1923c32c.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1738/3000 /content/Kaggle/JPG_test/22b36c33-8e54-4779-9d90-c00558ebdda3.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1739/3000 /content/Kaggle/JPG_test/22b656bf-8c47-4edf-8e99-4ab9a195424f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1740/3000 /content/Kaggle/JPG_test/22b9929c-7e06-4ebe-b926-d0cb9fac9847.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1741/3000 /content/Kaggle/JPG_test/22bba58c-7d19-48f5-b71f-a743039f21de.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1742/3000 /content/Kaggle/JPG_test/22bc8cc0-b7eb-487e-94ec-cdec71aff3f3.jpg: 640x640 1 pneumonia, Done. (0.011s) image 1743/3000 /content/Kaggle/JPG_test/22c2a3d1-252f-42bf-bf1c-f51427ab5640.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1744/3000 /content/Kaggle/JPG_test/22c52925-efbf-4561-826f-1866129383a2.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1745/3000 /content/Kaggle/JPG_test/22c5cde6-2fa8-4a61-a313-17dd471b2234.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1746/3000 /content/Kaggle/JPG_test/22c7b69b-d9a2-4b64-95f5-3cfb86bdec22.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1747/3000 /content/Kaggle/JPG_test/22c8f77a-022d-445d-8700-a3ef34fed777.jpg: 640x640 Done. (0.012s) image 1748/3000 /content/Kaggle/JPG_test/22cad83b-6e0b-47c2-af97-667916d3a51a.jpg: 640x640 Done. (0.012s) image 1749/3000 /content/Kaggle/JPG_test/22cbd2b2-3229-4e59-93fc-e271f4d4119a.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1750/3000 /content/Kaggle/JPG_test/22cd53c9-4ab4-4ba2-85b2-8eeb83811ced.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1751/3000 /content/Kaggle/JPG_test/22d3ebb7-eaf1-4b93-aea5-6dc714e3dacc.jpg: 640x640 Done. (0.011s) image 1752/3000 /content/Kaggle/JPG_test/22d4c0ce-db48-4a4d-9653-a9e362c1f812.jpg: 640x640 Done. (0.012s) image 1753/3000 /content/Kaggle/JPG_test/22dc1729-86ba-40e5-9ae0-2a9e8e839f4c.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1754/3000 /content/Kaggle/JPG_test/22dc3067-7c66-4ae2-adb1-cf4754359d14.jpg: 640x640 Done. (0.012s) image 1755/3000 /content/Kaggle/JPG_test/22dd02e5-5ca4-4493-af90-17178e558450.jpg: 640x640 Done. (0.012s) image 1756/3000 /content/Kaggle/JPG_test/22e960f0-e303-4fe4-9d3a-a7533ad6552c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1757/3000 /content/Kaggle/JPG_test/22eae506-4f84-469d-85f1-b2e96eee30e3.jpg: 640x640 Done. (0.012s) image 1758/3000 /content/Kaggle/JPG_test/22ef58eb-6d35-4872-91b3-3eaf3a4b1c6e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1759/3000 /content/Kaggle/JPG_test/22f308e5-7711-4b49-b86f-bbdf1f9c9bda.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1760/3000 /content/Kaggle/JPG_test/22f41c81-aad0-4bbc-aa2f-60897f6de3c8.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1761/3000 /content/Kaggle/JPG_test/22f6c9ae-6c44-4c27-8f9f-5065cbdce475.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1762/3000 /content/Kaggle/JPG_test/22ff801d-23e2-4638-8297-b2b6e40b6426.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1763/3000 /content/Kaggle/JPG_test/230422fe-3a39-4bdd-ac65-70572f14451c.jpg: 640x640 Done. (0.012s) image 1764/3000 /content/Kaggle/JPG_test/230a141e-7c8f-4afb-bda0-a54d08baeb16.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1765/3000 /content/Kaggle/JPG_test/23120326-96df-49d6-95e8-c9b0df966965.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1766/3000 /content/Kaggle/JPG_test/23143428-e7a1-4bc0-bae6-0192c009c281.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1767/3000 /content/Kaggle/JPG_test/2314c2d4-5cce-40c0-8a26-d3e85f0d859b.jpg: 640x640 Done. (0.013s) image 1768/3000 /content/Kaggle/JPG_test/2316b90f-0098-471d-95e8-dd71c7e9cbda.jpg: 640x640 Done. (0.014s) image 1769/3000 /content/Kaggle/JPG_test/2317d609-bef9-4488-9b56-591954dc6742.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1770/3000 /content/Kaggle/JPG_test/231a1bc7-7262-4330-ab24-ad777a4eb452.jpg: 640x640 Done. (0.012s) image 1771/3000 /content/Kaggle/JPG_test/231abfb6-8c40-43dd-923a-ee88d540ef50.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1772/3000 /content/Kaggle/JPG_test/231c9104-2a52-4299-a457-46220d7721d5.jpg: 640x640 Done. (0.012s) image 1773/3000 /content/Kaggle/JPG_test/231e06ec-050a-4514-8241-431aa1ec5fa4.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1774/3000 /content/Kaggle/JPG_test/23212cd1-662c-442e-9e1f-5364e2c78384.jpg: 640x640 Done. (0.012s) image 1775/3000 /content/Kaggle/JPG_test/2325e724-7c0e-408b-bead-059230fd6774.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1776/3000 /content/Kaggle/JPG_test/23262e9c-3767-4beb-8e3d-0d1d50df6d8f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1777/3000 /content/Kaggle/JPG_test/232df82d-debb-468d-a780-a2a0bf19ccd8.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1778/3000 /content/Kaggle/JPG_test/2331d0f9-b2b5-4cfa-ba65-e221f09316f1.jpg: 640x640 Done. (0.012s) image 1779/3000 /content/Kaggle/JPG_test/2333c9d0-9df8-4620-b022-24de7b7c0354.jpg: 640x640 Done. (0.012s) image 1780/3000 /content/Kaggle/JPG_test/233e0be9-7a88-48f7-b5e3-af50cb2ccb4b.jpg: 640x640 Done. (0.014s) image 1781/3000 /content/Kaggle/JPG_test/233f61aa-636d-47af-aada-db52a93dc9f6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1782/3000 /content/Kaggle/JPG_test/233fd25f-9705-4e1b-befe-a25f5ed68c82.jpg: 640x640 Done. (0.012s) image 1783/3000 /content/Kaggle/JPG_test/23414dbb-910f-4d9d-9c4b-e47d6d0b4853.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1784/3000 /content/Kaggle/JPG_test/23423315-2a2d-412e-8c45-ed9cc8d589f6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1785/3000 /content/Kaggle/JPG_test/2348cc76-684f-406e-9e98-c14ce61c3143.jpg: 640x640 Done. (0.012s) image 1786/3000 /content/Kaggle/JPG_test/2348e7cb-e24f-4b47-9e3a-945d1942ab5e.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1787/3000 /content/Kaggle/JPG_test/234add61-53f4-4780-9fb3-10bfcf22e84a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1788/3000 /content/Kaggle/JPG_test/234e2082-098d-48fa-933f-e311d7bf3439.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1789/3000 /content/Kaggle/JPG_test/23505b01-62da-4e56-bcdd-1adefde2cbb9.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1790/3000 /content/Kaggle/JPG_test/23515be4-852c-4d17-af03-c338ab35f427.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1791/3000 /content/Kaggle/JPG_test/235170f2-8229-47e1-bd51-0b3d42c0775a.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1792/3000 /content/Kaggle/JPG_test/2357ad7f-fe2b-460d-a7db-8d58c027d4c4.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1793/3000 /content/Kaggle/JPG_test/235b24d7-70d6-4616-bd61-70379a2bbf68.jpg: 640x640 Done. (0.013s) image 1794/3000 /content/Kaggle/JPG_test/235ed51f-2494-47fe-97a4-fdbefc03cb07.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1795/3000 /content/Kaggle/JPG_test/23601710-8391-47f3-bb8b-273bb4cf9c13.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1796/3000 /content/Kaggle/JPG_test/23606f99-638f-4a8a-94a2-9f6288a87d07.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1797/3000 /content/Kaggle/JPG_test/23613eaa-79ec-4cd3-9276-d08f3c6e03b6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1798/3000 /content/Kaggle/JPG_test/236319c0-d5d1-4896-b23b-8501f0091411.jpg: 640x640 3 pneumonias, Done. (0.012s) image 1799/3000 /content/Kaggle/JPG_test/2363330b-a7d8-4f19-bbfa-f09b15dfef0a.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1800/3000 /content/Kaggle/JPG_test/23649ef2-dde7-4019-a356-75c7f064dbc5.jpg: 640x640 Done. (0.012s) image 1801/3000 /content/Kaggle/JPG_test/237081a9-a3ea-41c7-a2a7-e055f7ea42d1.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1802/3000 /content/Kaggle/JPG_test/23737a3d-f39e-4c71-96d9-37cac3c72004.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1803/3000 /content/Kaggle/JPG_test/2376e0ed-344d-4492-897e-f2359f9881ae.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1804/3000 /content/Kaggle/JPG_test/237724a1-b2fb-48e0-822b-5059d04f912e.jpg: 640x640 Done. (0.012s) image 1805/3000 /content/Kaggle/JPG_test/237901d3-e135-4277-852a-86cba3a9a43e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1806/3000 /content/Kaggle/JPG_test/237ca121-3ec6-4571-a31b-30da50562224.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1807/3000 /content/Kaggle/JPG_test/237ce1d8-6ff1-4cf7-afa1-be822a58276c.jpg: 640x640 Done. (0.012s) image 1808/3000 /content/Kaggle/JPG_test/237d16b3-0c02-47e5-88a8-a7e03a74a808.jpg: 640x640 Done. (0.014s) image 1809/3000 /content/Kaggle/JPG_test/237e9d10-fbb2-4dd0-a808-999a37cee304.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1810/3000 /content/Kaggle/JPG_test/238375d8-0b30-4ae7-813a-fd60bf865f40.jpg: 640x640 Done. (0.012s) image 1811/3000 /content/Kaggle/JPG_test/23870b78-01de-4d6b-be10-e3c605bea4d8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1812/3000 /content/Kaggle/JPG_test/2392af63-9496-4e72-b348-9276432fd797.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1813/3000 /content/Kaggle/JPG_test/239801a0-406e-478a-b289-794a895fd23a.jpg: 640x640 Done. (0.012s) image 1814/3000 /content/Kaggle/JPG_test/239cc56f-29a2-4562-acaf-3282e639591c.jpg: 640x640 Done. (0.013s) image 1815/3000 /content/Kaggle/JPG_test/239d9e47-c755-4aea-96c9-18b963878979.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1816/3000 /content/Kaggle/JPG_test/23a04792-8458-4eb9-b31a-7afa8862a808.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1817/3000 /content/Kaggle/JPG_test/23a26c71-73e0-4cb2-b2ae-661a04c696dc.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1818/3000 /content/Kaggle/JPG_test/23a2d9c1-6dc4-46a9-9ad8-c53ad5c8cd22.jpg: 640x640 Done. (0.012s) image 1819/3000 /content/Kaggle/JPG_test/23a42b0c-8d5c-4f0a-bc17-04a4b3c4cb8d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1820/3000 /content/Kaggle/JPG_test/23a7109e-071f-4fc6-ab9e-6b7021c229dc.jpg: 640x640 1 pneumonia, Done. (0.011s) image 1821/3000 /content/Kaggle/JPG_test/23ae135f-973d-45c5-a879-604e30630c54.jpg: 640x640 Done. (0.012s) image 1822/3000 /content/Kaggle/JPG_test/23b839c3-ece6-4daf-9b58-c347c598d42f.jpg: 640x640 Done. (0.015s) image 1823/3000 /content/Kaggle/JPG_test/23b9018f-cd9c-4a09-9ba2-5ac887639a7a.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1824/3000 /content/Kaggle/JPG_test/23c0da4c-d481-45d5-8cf8-ac77f20e424c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1825/3000 /content/Kaggle/JPG_test/23c605e4-a488-4406-bdc5-55be617b17f5.jpg: 640x640 Done. (0.013s) image 1826/3000 /content/Kaggle/JPG_test/23ca0b17-47b6-42b5-81e4-980e2bedc996.jpg: 640x640 Done. (0.014s) image 1827/3000 /content/Kaggle/JPG_test/23cadaaa-38ee-44f5-af5c-26b64a0f4b28.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1828/3000 /content/Kaggle/JPG_test/23d304d3-1097-4687-b8c5-00eb8c2e35ad.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1829/3000 /content/Kaggle/JPG_test/23d956be-3b4d-4e1c-abce-a0e10b5b4962.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1830/3000 /content/Kaggle/JPG_test/23dc53f1-52ba-4411-87c9-d05b3ee35a0d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1831/3000 /content/Kaggle/JPG_test/23e28b99-87b1-4f7e-a519-a5f14ff0a2c6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1832/3000 /content/Kaggle/JPG_test/23e99d2f-b0c5-4191-a5fe-8bcece4edd5b.jpg: 640x640 1 pneumonia, Done. (0.015s) image 1833/3000 /content/Kaggle/JPG_test/23ea49ef-6f5e-4842-83b5-8514e2179fa7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1834/3000 /content/Kaggle/JPG_test/23ebfb85-2312-4a8b-8879-3cf48a1e8920.jpg: 640x640 Done. (0.013s) image 1835/3000 /content/Kaggle/JPG_test/23efc2ad-684a-4f0b-910c-645a58bcbd7e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1836/3000 /content/Kaggle/JPG_test/23f2d686-d5a9-4ce2-89b4-c0c3914fe3fd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1837/3000 /content/Kaggle/JPG_test/23f35b71-b93b-4f74-a9ca-579f188cec2b.jpg: 640x640 Done. (0.012s) image 1838/3000 /content/Kaggle/JPG_test/23f6c434-cd8b-44a1-b8ce-621f6bb55e9a.jpg: 640x640 Done. (0.013s) image 1839/3000 /content/Kaggle/JPG_test/23f8d395-245c-4fd8-8504-9796474eda3c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1840/3000 /content/Kaggle/JPG_test/23f91ef0-1945-49e6-9975-34842d8966eb.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1841/3000 /content/Kaggle/JPG_test/23fa2526-f011-4de3-b8dc-b76b47406955.jpg: 640x640 Done. (0.012s) image 1842/3000 /content/Kaggle/JPG_test/23fe0fe9-6021-401d-a981-9c9766bf96b9.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1843/3000 /content/Kaggle/JPG_test/23fef1ae-6472-4def-948b-5594056f2b79.jpg: 640x640 Done. (0.012s) image 1844/3000 /content/Kaggle/JPG_test/23ffe96d-ef6c-4a8f-914e-12754fe689c4.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1845/3000 /content/Kaggle/JPG_test/24014088-d2cc-41db-bbc2-ba74161bb8ed.jpg: 640x640 Done. (0.012s) image 1846/3000 /content/Kaggle/JPG_test/2402e4a3-ff44-40df-b64a-c9e02473bce5.jpg: 640x640 4 pneumonias, Done. (0.018s) image 1847/3000 /content/Kaggle/JPG_test/2408fba1-6704-44c7-b598-4e62504df533.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1848/3000 /content/Kaggle/JPG_test/24095a3f-0506-44f6-819d-5913b2c21ec3.jpg: 640x640 Done. (0.015s) image 1849/3000 /content/Kaggle/JPG_test/240cf4ce-a2f4-4790-b9ba-4b99511554a7.jpg: 640x640 Done. (0.013s) image 1850/3000 /content/Kaggle/JPG_test/241008d0-9269-4c06-b905-074c6ad6c84c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1851/3000 /content/Kaggle/JPG_test/241306c1-e980-4a95-98a6-fb218c081812.jpg: 640x640 Done. (0.013s) image 1852/3000 /content/Kaggle/JPG_test/24179b68-0c97-4aa3-96c8-bb718ba204f1.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1853/3000 /content/Kaggle/JPG_test/241a8008-8f3c-42fb-a4f4-4041fe0a14d4.jpg: 640x640 Done. (0.012s) image 1854/3000 /content/Kaggle/JPG_test/241a8db0-7e96-43f4-ab8f-e3c4f63e1c74.jpg: 640x640 Done. (0.015s) image 1855/3000 /content/Kaggle/JPG_test/241b5fc6-2e5e-4b62-a433-a15e16e44627.jpg: 640x640 Done. (0.012s) image 1856/3000 /content/Kaggle/JPG_test/241ba006-6d87-49bc-a6b2-768a0669450d.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1857/3000 /content/Kaggle/JPG_test/2424527c-3327-4d30-bdda-4df08ba49679.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1858/3000 /content/Kaggle/JPG_test/2425f877-b1f8-44da-b8ea-adeb5155cc8b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1859/3000 /content/Kaggle/JPG_test/242bcc3b-ab55-4f12-a414-00384ba48e9c.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1860/3000 /content/Kaggle/JPG_test/2433372f-a327-49cd-836c-4db1494a96e5.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1861/3000 /content/Kaggle/JPG_test/243847a8-928b-4fb9-a7e5-20ec95e0445e.jpg: 640x640 1 pneumonia, Done. (0.011s) image 1862/3000 /content/Kaggle/JPG_test/243be28d-f021-457f-b86c-95394c9be74c.jpg: 640x640 Done. (0.013s) image 1863/3000 /content/Kaggle/JPG_test/243c5673-c107-4cc0-bcd5-6d5bc8a1a8dd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1864/3000 /content/Kaggle/JPG_test/244330f7-5f3e-4c90-a20f-2e59e78c3b12.jpg: 640x640 Done. (0.012s) image 1865/3000 /content/Kaggle/JPG_test/24435118-366a-41d1-a467-e5378de100d4.jpg: 640x640 Done. (0.012s) image 1866/3000 /content/Kaggle/JPG_test/2444c28b-56eb-40fa-bc95-2f007e7e39a0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1867/3000 /content/Kaggle/JPG_test/2444fb77-294c-49ca-92f1-b79f09c06ee2.jpg: 640x640 Done. (0.013s) image 1868/3000 /content/Kaggle/JPG_test/24493c66-e6f5-4eee-8c7f-26c42cb47324.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1869/3000 /content/Kaggle/JPG_test/244b8582-b2dc-4873-a03d-582656bf6fa4.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1870/3000 /content/Kaggle/JPG_test/244d32fe-0280-45e3-90c0-60f344d99b48.jpg: 640x640 Done. (0.012s) image 1871/3000 /content/Kaggle/JPG_test/244d75c1-1097-42be-8f4f-c9a0dc54fcf7.jpg: 640x640 Done. (0.013s) image 1872/3000 /content/Kaggle/JPG_test/24512e9e-8995-4c47-89e3-0dc3dd031961.jpg: 640x640 Done. (0.014s) image 1873/3000 /content/Kaggle/JPG_test/24579c4e-f0a8-4a69-b3b2-17867dc928d9.jpg: 640x640 Done. (0.012s) image 1874/3000 /content/Kaggle/JPG_test/245a6216-ef95-49ed-870e-fc415d3b96cb.jpg: 640x640 2 pneumonias, Done. (0.015s) image 1875/3000 /content/Kaggle/JPG_test/245beb7f-d20b-49eb-8403-09360ec9f163.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1876/3000 /content/Kaggle/JPG_test/245c046b-5ee7-48f0-8c5e-df7f3151c46f.jpg: 640x640 Done. (0.012s) image 1877/3000 /content/Kaggle/JPG_test/2461912b-1864-4bcc-a65a-a34c01876589.jpg: 640x640 Done. (0.012s) image 1878/3000 /content/Kaggle/JPG_test/2463ccff-9423-4c71-9eab-d23b2aeccdb2.jpg: 640x640 Done. (0.012s) image 1879/3000 /content/Kaggle/JPG_test/24646647-6508-47ec-b527-eba27e8751dc.jpg: 640x640 1 pneumonia, Done. (0.018s) image 1880/3000 /content/Kaggle/JPG_test/2465fa6b-2d2e-4af7-8977-b19325c560b5.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1881/3000 /content/Kaggle/JPG_test/2470255f-acf9-4842-97e9-37f7937c92f9.jpg: 640x640 1 pneumonia, Done. (0.015s) image 1882/3000 /content/Kaggle/JPG_test/24769263-7a02-47f7-b514-88ece09802bb.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1883/3000 /content/Kaggle/JPG_test/2477050f-f9cf-422a-ae05-63c8319665f7.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1884/3000 /content/Kaggle/JPG_test/2479b752-baae-4fbb-8b35-5a43464f1188.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1885/3000 /content/Kaggle/JPG_test/247ad4c7-6363-46aa-8ec6-936f0c751321.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1886/3000 /content/Kaggle/JPG_test/247c604a-daa1-4eb7-9905-ab99dd7ce1d4.jpg: 640x640 3 pneumonias, Done. (0.014s) image 1887/3000 /content/Kaggle/JPG_test/247fa183-7953-4108-8a4a-a0411c879540.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1888/3000 /content/Kaggle/JPG_test/24845f34-a0db-4bd7-939b-417364bd0285.jpg: 640x640 Done. (0.013s) image 1889/3000 /content/Kaggle/JPG_test/248652fe-8a0b-4461-af7d-8e684275315b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1890/3000 /content/Kaggle/JPG_test/2489f5f3-8df3-464b-8f1a-8bba82c506c8.jpg: 640x640 Done. (0.013s) image 1891/3000 /content/Kaggle/JPG_test/248bc147-a52f-4b86-b7ed-2fffa2ec3912.jpg: 640x640 Done. (0.013s) image 1892/3000 /content/Kaggle/JPG_test/248be5cb-5079-4ba7-b2ba-a0ff1062fff2.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1893/3000 /content/Kaggle/JPG_test/248cb457-9cde-4575-8ac0-8f2f67c1fbbb.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1894/3000 /content/Kaggle/JPG_test/2492d586-92f7-432f-9116-cbb5e97f4907.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1895/3000 /content/Kaggle/JPG_test/2493e4c0-8d2e-4834-a2cb-00bb34e70e33.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1896/3000 /content/Kaggle/JPG_test/249b1047-ece4-490d-b903-5e457981986a.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1897/3000 /content/Kaggle/JPG_test/24a12eff-c4ee-4ce1-bcf8-40ec40cccd0f.jpg: 640x640 Done. (0.015s) image 1898/3000 /content/Kaggle/JPG_test/24a25154-88aa-4f08-b04d-372533f281f8.jpg: 640x640 Done. (0.013s) image 1899/3000 /content/Kaggle/JPG_test/24a37027-3bb6-4827-8d70-cdc74d5f40db.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1900/3000 /content/Kaggle/JPG_test/24a4330d-1ea1-484e-8e59-6502524a5c51.jpg: 640x640 Done. (0.013s) image 1901/3000 /content/Kaggle/JPG_test/24a4a55d-627f-4fa0-a894-555ce05dae0a.jpg: 640x640 1 pneumonia, Done. (0.015s) image 1902/3000 /content/Kaggle/JPG_test/24a4f617-41fc-4abe-bdd7-ea28778a0f36.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1903/3000 /content/Kaggle/JPG_test/24a8d719-408b-4ce5-bb1b-7dc143c7338e.jpg: 640x640 Done. (0.013s) image 1904/3000 /content/Kaggle/JPG_test/24a968f6-bd26-4ef1-90b7-ca75df777e56.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1905/3000 /content/Kaggle/JPG_test/24ab4146-c63f-4a81-b996-5b9295e2185b.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1906/3000 /content/Kaggle/JPG_test/24aeb8f6-24bd-488b-bef0-2e8fa59418fe.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1907/3000 /content/Kaggle/JPG_test/24b01fee-8258-4952-9b06-75a5e245f8e7.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1908/3000 /content/Kaggle/JPG_test/24bfb6bb-0e87-45c1-af15-b861a0d392a2.jpg: 640x640 Done. (0.013s) image 1909/3000 /content/Kaggle/JPG_test/24c16099-4e5d-42ba-bafa-d73e951f4210.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1910/3000 /content/Kaggle/JPG_test/24c49b21-8b28-482e-9d8f-676a93811b83.jpg: 640x640 Done. (0.013s) image 1911/3000 /content/Kaggle/JPG_test/24c58628-ca25-4f93-a67b-259ea25c0bf2.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1912/3000 /content/Kaggle/JPG_test/24ccd4f0-d9d3-41bc-a346-229319297346.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1913/3000 /content/Kaggle/JPG_test/24d6149a-a03a-40dd-b495-d35d7d7babda.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1914/3000 /content/Kaggle/JPG_test/24d7a347-1f05-49d3-8aa6-3b0eeb486807.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1915/3000 /content/Kaggle/JPG_test/24db06a7-86e0-4690-8d57-088ab93d3e04.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1916/3000 /content/Kaggle/JPG_test/24df3a5d-14be-4d97-bb7c-96c274141e6c.jpg: 640x640 Done. (0.012s) image 1917/3000 /content/Kaggle/JPG_test/24e04bef-a0c2-439e-9181-5fa26c162fa4.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1918/3000 /content/Kaggle/JPG_test/24e16db4-65a9-4e5e-81d1-701c8fae06ba.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1919/3000 /content/Kaggle/JPG_test/24e408ee-ffab-4bc2-b82e-356d87e2b20d.jpg: 640x640 Done. (0.013s) image 1920/3000 /content/Kaggle/JPG_test/24e41a67-aee6-4ee5-88ab-dec36b64836f.jpg: 640x640 Done. (0.012s) image 1921/3000 /content/Kaggle/JPG_test/24e94313-04e5-4550-a937-b67d1eea6796.jpg: 640x640 Done. (0.013s) image 1922/3000 /content/Kaggle/JPG_test/24eba2b6-584b-4a79-bca4-e4d38b240b5a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1923/3000 /content/Kaggle/JPG_test/24f7c131-9d07-4251-83fc-20ab9079e326.jpg: 640x640 Done. (0.012s) image 1924/3000 /content/Kaggle/JPG_test/24f93f6c-5d66-487a-a9a6-3bb4ebf749bc.jpg: 640x640 Done. (0.012s) image 1925/3000 /content/Kaggle/JPG_test/24fe325a-be98-405e-bbf5-cbe64aa82e5c.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1926/3000 /content/Kaggle/JPG_test/24feae08-16b3-4391-b20d-7d48d7ff4161.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1927/3000 /content/Kaggle/JPG_test/250cf344-9165-4407-9176-523e33f07cc7.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1928/3000 /content/Kaggle/JPG_test/250d9e6f-afbb-4188-b61c-50e669ded9d2.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1929/3000 /content/Kaggle/JPG_test/25172e23-94bb-4f9d-853e-a4a1d934491b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1930/3000 /content/Kaggle/JPG_test/251ecdcd-70e7-4aa2-91f6-208d61a6b41e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1931/3000 /content/Kaggle/JPG_test/252386b6-2a6c-4e45-98a7-9af73a1f9b13.jpg: 640x640 Done. (0.013s) image 1932/3000 /content/Kaggle/JPG_test/252437ed-a4e2-4743-995c-65a4bb133996.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1933/3000 /content/Kaggle/JPG_test/252841f2-7c5e-4554-8181-0c651a885d41.jpg: 640x640 Done. (0.012s) image 1934/3000 /content/Kaggle/JPG_test/252e33a2-395e-4abd-bc4b-b67e6e8e7fdf.jpg: 640x640 Done. (0.013s) image 1935/3000 /content/Kaggle/JPG_test/2536f5d6-d9c1-4ba7-a63e-ce053b28b0e0.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1936/3000 /content/Kaggle/JPG_test/2539614e-1dc5-4ef7-8381-7f113b5fabc2.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1937/3000 /content/Kaggle/JPG_test/253a2ef9-6cd7-423f-a7b4-ed5dedffb8cd.jpg: 640x640 Done. (0.012s) image 1938/3000 /content/Kaggle/JPG_test/2544328a-3855-4ccc-8aa5-90283213749c.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1939/3000 /content/Kaggle/JPG_test/254b1774-3219-4a4e-9486-203b1867fedf.jpg: 640x640 Done. (0.013s) image 1940/3000 /content/Kaggle/JPG_test/2552caa6-fad6-4ec7-8e7e-31eff2674150.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1941/3000 /content/Kaggle/JPG_test/255354f6-9379-493a-90d1-5dd36ac660bc.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1942/3000 /content/Kaggle/JPG_test/2557ee07-5fc1-4eba-915e-f52d3d898f1e.jpg: 640x640 Done. (0.012s) image 1943/3000 /content/Kaggle/JPG_test/255952dd-d7d1-4329-a713-43039c15e2f3.jpg: 640x640 Done. (0.012s) image 1944/3000 /content/Kaggle/JPG_test/255a63e8-8a5b-4832-a742-5fbb8ef7d2f4.jpg: 640x640 Done. (0.012s) image 1945/3000 /content/Kaggle/JPG_test/255ed7bd-9995-400d-9bdd-67268e4a4a26.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1946/3000 /content/Kaggle/JPG_test/255f3ba9-89bc-4ce4-840d-43267635124e.jpg: 640x640 Done. (0.012s) image 1947/3000 /content/Kaggle/JPG_test/2565d222-7628-442d-ae1f-af5cfab84559.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1948/3000 /content/Kaggle/JPG_test/2566c9fb-c0e1-4db3-a61a-88ee9e4ba7dd.jpg: 640x640 3 pneumonias, Done. (0.013s) image 1949/3000 /content/Kaggle/JPG_test/2568153b-bdde-4292-8968-47f8e74cd400.jpg: 640x640 3 pneumonias, Done. (0.014s) image 1950/3000 /content/Kaggle/JPG_test/2572552f-b279-4e2d-b242-cdd09e5add7e.jpg: 640x640 1 pneumonia, Done. (0.015s) image 1951/3000 /content/Kaggle/JPG_test/25741edf-8a8c-4c66-88bb-7ef68f34dc77.jpg: 640x640 Done. (0.013s) image 1952/3000 /content/Kaggle/JPG_test/2578fa2d-6cf3-41d1-b233-89587b1126d8.jpg: 640x640 3 pneumonias, Done. (0.018s) image 1953/3000 /content/Kaggle/JPG_test/257e34f1-f461-45fd-ab15-ec4cbfada52a.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1954/3000 /content/Kaggle/JPG_test/257f3de7-2f8f-4dba-a0e7-37fc3e6cc018.jpg: 640x640 2 pneumonias, Done. (0.014s) image 1955/3000 /content/Kaggle/JPG_test/25807932-ae56-4b41-8d11-6c7eaf18b81a.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1956/3000 /content/Kaggle/JPG_test/258163c6-f895-423c-83e9-d51c0063619d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1957/3000 /content/Kaggle/JPG_test/25840be8-f6cf-4df1-893b-80412b99a417.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1958/3000 /content/Kaggle/JPG_test/258b9d9a-79c8-40eb-a502-d4c07648ed2e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1959/3000 /content/Kaggle/JPG_test/258e3a11-ea93-4312-8efe-8cd0e34023c4.jpg: 640x640 Done. (0.014s) image 1960/3000 /content/Kaggle/JPG_test/258f5240-8010-4472-91fe-494f75d59a46.jpg: 640x640 Done. (0.014s) image 1961/3000 /content/Kaggle/JPG_test/25906a3e-f26c-47b1-9300-bb9365c2aacd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1962/3000 /content/Kaggle/JPG_test/25988153-06ba-481b-9f2c-ef225ce2d420.jpg: 640x640 Done. (0.012s) image 1963/3000 /content/Kaggle/JPG_test/2598af1b-4bfa-470c-95d5-3ba472f033b6.jpg: 640x640 3 pneumonias, Done. (0.015s) image 1964/3000 /content/Kaggle/JPG_test/259b099e-9a42-40bc-b96f-229047e01515.jpg: 640x640 Done. (0.014s) image 1965/3000 /content/Kaggle/JPG_test/259cc0a9-5cab-4520-b7df-96000477e3d8.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1966/3000 /content/Kaggle/JPG_test/259d21d9-421e-4948-a3a0-cada6148b0e1.jpg: 640x640 Done. (0.011s) image 1967/3000 /content/Kaggle/JPG_test/25a9c27c-9351-4821-bd8d-6582ef859472.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1968/3000 /content/Kaggle/JPG_test/25ac0f55-37de-4f1e-abd9-837bb8ff1dcd.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1969/3000 /content/Kaggle/JPG_test/25b057bc-7363-4904-81f3-92c50d94486f.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1970/3000 /content/Kaggle/JPG_test/25b2b0ac-12f4-4bd5-9155-25d94a5f11ac.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1971/3000 /content/Kaggle/JPG_test/25b48729-772e-4742-80fa-3763b787d87d.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1972/3000 /content/Kaggle/JPG_test/25b8d29b-958e-45a5-8b30-1f56404aea94.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1973/3000 /content/Kaggle/JPG_test/25c38056-0ae5-45e2-8a21-4bf97ae380e5.jpg: 640x640 Done. (0.014s) image 1974/3000 /content/Kaggle/JPG_test/25c8710d-d4dd-4fb9-a46a-303accd58ac6.jpg: 640x640 Done. (0.013s) image 1975/3000 /content/Kaggle/JPG_test/25c98e9d-637f-4e6f-8ad3-f9f85a7f7590.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1976/3000 /content/Kaggle/JPG_test/25cd9c6c-01b0-4955-823e-f582c2fe3654.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1977/3000 /content/Kaggle/JPG_test/25cff4d1-9a18-41f3-a171-6a1e7087a1d9.jpg: 640x640 Done. (0.013s) image 1978/3000 /content/Kaggle/JPG_test/25d088e7-8415-4028-ab4e-bf20f27a81d4.jpg: 640x640 1 pneumonia, Done. (0.017s) image 1979/3000 /content/Kaggle/JPG_test/25d2e423-40f3-4c47-becd-e05908e3ced4.jpg: 640x640 1 pneumonia, Done. (0.014s) image 1980/3000 /content/Kaggle/JPG_test/25de07ab-673c-4b13-a256-a10f603ade9f.jpg: 640x640 2 pneumonias, Done. (0.016s) image 1981/3000 /content/Kaggle/JPG_test/25df7025-79bf-4b6f-8b58-dcb1268e1a22.jpg: 640x640 Done. (0.014s) image 1982/3000 /content/Kaggle/JPG_test/25e0c806-3608-4b47-a1e9-f6f0c7787eff.jpg: 640x640 Done. (0.013s) image 1983/3000 /content/Kaggle/JPG_test/25e1cbe8-80b1-459a-846d-2c59539c1050.jpg: 640x640 Done. (0.013s) image 1984/3000 /content/Kaggle/JPG_test/25e3c135-1274-407c-b34d-643460fbf617.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1985/3000 /content/Kaggle/JPG_test/25e3ffb5-bfdb-4475-81ae-f24de5e400d4.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1986/3000 /content/Kaggle/JPG_test/25e615d9-5bb0-46da-8625-0aa2ae1c64e9.jpg: 640x640 Done. (0.012s) image 1987/3000 /content/Kaggle/JPG_test/25e8816a-71f2-44f7-9ae4-ecf542b18c2a.jpg: 640x640 2 pneumonias, Done. (0.013s) image 1988/3000 /content/Kaggle/JPG_test/25eb25e4-35a7-4357-a112-264787e32094.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1989/3000 /content/Kaggle/JPG_test/25f09d92-e440-4e16-aca2-5baca1a76c89.jpg: 640x640 2 pneumonias, Done. (0.012s) image 1990/3000 /content/Kaggle/JPG_test/25f1a1b5-e9d1-4f0c-a3c4-04093cf99a23.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1991/3000 /content/Kaggle/JPG_test/25f6cad5-c636-48af-bea6-7bc4263ae253.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1992/3000 /content/Kaggle/JPG_test/25f9f418-7ea7-4603-9756-8bc3ffa17f7a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 1993/3000 /content/Kaggle/JPG_test/25fdf103-c49f-4837-a2b2-b0691ca3d877.jpg: 640x640 Done. (0.012s) image 1994/3000 /content/Kaggle/JPG_test/25ff4a6a-2ed1-48f6-9b00-448d559bccfe.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1995/3000 /content/Kaggle/JPG_test/2600a8f7-a739-4d2e-bf4f-835fcaa45287.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1996/3000 /content/Kaggle/JPG_test/2602635c-7751-44db-82b3-ea47dd399121.jpg: 640x640 1 pneumonia, Done. (0.012s) image 1997/3000 /content/Kaggle/JPG_test/26043389-a07d-4fef-a699-079b4692f5c2.jpg: 640x640 Done. (0.012s) image 1998/3000 /content/Kaggle/JPG_test/2608ca32-b4b9-426b-ba16-c6eb19f88450.jpg: 640x640 Done. (0.013s) image 1999/3000 /content/Kaggle/JPG_test/26095953-c59e-47ad-b256-290063137289.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2000/3000 /content/Kaggle/JPG_test/260a7b23-08ed-451d-bd0a-ecbffc7c3d30.jpg: 640x640 Done. (0.013s) image 2001/3000 /content/Kaggle/JPG_test/260b87ff-df13-4177-90bb-53fb0618b1db.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2002/3000 /content/Kaggle/JPG_test/2616069f-24c4-4d3d-8b76-c5564686eea0.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2003/3000 /content/Kaggle/JPG_test/2616499c-8097-43cd-8864-575ba5d4d932.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2004/3000 /content/Kaggle/JPG_test/261c2f87-c4e3-461e-b6eb-e9a01dd3d4c1.jpg: 640x640 Done. (0.012s) image 2005/3000 /content/Kaggle/JPG_test/261dcd8b-8a6e-4f8f-8ecb-a36460733b1f.jpg: 640x640 Done. (0.012s) image 2006/3000 /content/Kaggle/JPG_test/261e52e1-5c56-4d95-84a2-26841f98ed70.jpg: 640x640 Done. (0.012s) image 2007/3000 /content/Kaggle/JPG_test/2622cb49-48e6-47dd-9031-bdbf4467ed74.jpg: 640x640 Done. (0.012s) image 2008/3000 /content/Kaggle/JPG_test/262aefb6-740e-4af6-9ed1-e2f0a11a5aa6.jpg: 640x640 3 pneumonias, Done. (0.013s) image 2009/3000 /content/Kaggle/JPG_test/262ee9b7-31c4-424f-81b7-bb6ddb57b7e1.jpg: 640x640 Done. (0.013s) image 2010/3000 /content/Kaggle/JPG_test/2634cbd2-0a3f-4503-bc07-b8f4f2da80c4.jpg: 640x640 Done. (0.013s) image 2011/3000 /content/Kaggle/JPG_test/263db843-751f-4cd1-b392-548fe40d2636.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2012/3000 /content/Kaggle/JPG_test/2644da41-6eec-40db-8e85-0bf261de690d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2013/3000 /content/Kaggle/JPG_test/264607e7-a410-4519-b0df-6e5db64c373e.jpg: 640x640 Done. (0.013s) image 2014/3000 /content/Kaggle/JPG_test/264c657e-941b-484f-a392-476091d70c5b.jpg: 640x640 Done. (0.013s) image 2015/3000 /content/Kaggle/JPG_test/264d4100-0a4a-460d-81fd-e781bbf6ca86.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2016/3000 /content/Kaggle/JPG_test/264e5191-d134-4edb-aac8-01904903e7d0.jpg: 640x640 Done. (0.013s) image 2017/3000 /content/Kaggle/JPG_test/2657b0a9-63ec-43b2-810e-b665f879f309.jpg: 640x640 Done. (0.013s) image 2018/3000 /content/Kaggle/JPG_test/26586d01-b992-41c4-a7a4-c9f1f8d102ad.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2019/3000 /content/Kaggle/JPG_test/265c35a1-80f3-4db1-9a44-feb577aaac27.jpg: 640x640 Done. (0.013s) image 2020/3000 /content/Kaggle/JPG_test/265c655e-b97d-49b0-8b5c-83be37c0b80e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2021/3000 /content/Kaggle/JPG_test/265dd221-9049-4bca-b5c0-4118dafa55c5.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2022/3000 /content/Kaggle/JPG_test/265ef9f1-3a21-4c9e-a8fe-740d8fae99f5.jpg: 640x640 Done. (0.012s) image 2023/3000 /content/Kaggle/JPG_test/265f1a4a-fee4-447e-9709-0fff15f2255b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2024/3000 /content/Kaggle/JPG_test/265fc72c-f5f5-41bb-ac15-7ced161736df.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2025/3000 /content/Kaggle/JPG_test/26636455-c98d-49a1-8b48-7025f535f982.jpg: 640x640 Done. (0.012s) image 2026/3000 /content/Kaggle/JPG_test/2664366f-4f04-49e1-ab20-19b9173f23bc.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2027/3000 /content/Kaggle/JPG_test/266490ca-ce52-4f5b-92ff-082dae7967c0.jpg: 640x640 Done. (0.012s) image 2028/3000 /content/Kaggle/JPG_test/267147a0-2320-4a54-85e8-a3950f0672b8.jpg: 640x640 Done. (0.012s) image 2029/3000 /content/Kaggle/JPG_test/26729371-ee9c-403b-a92a-23ee1bb0bb9b.jpg: 640x640 Done. (0.012s) image 2030/3000 /content/Kaggle/JPG_test/2676fc9d-7ace-4896-b698-17fc68131851.jpg: 640x640 Done. (0.012s) image 2031/3000 /content/Kaggle/JPG_test/267e8c40-5334-4761-afd5-37052bf0c1aa.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2032/3000 /content/Kaggle/JPG_test/268116a6-2304-4316-b5b3-3073fc5467b1.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2033/3000 /content/Kaggle/JPG_test/268833a7-38e7-4c97-a4f1-db5175ea34ae.jpg: 640x640 Done. (0.012s) image 2034/3000 /content/Kaggle/JPG_test/268c4efc-36b5-467d-a63c-b334e482fa05.jpg: 640x640 Done. (0.012s) image 2035/3000 /content/Kaggle/JPG_test/268dd16f-f9d4-4626-897c-2a8939a73ab0.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2036/3000 /content/Kaggle/JPG_test/26902670-d4e8-44e4-b750-5e95cf9dd3d6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2037/3000 /content/Kaggle/JPG_test/26903582-dbc1-4427-b9da-45e2fa00ed17.jpg: 640x640 1 pneumonia, Done. (0.011s) image 2038/3000 /content/Kaggle/JPG_test/2696d094-0bf0-47b5-bf0a-13bbb16a03be.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2039/3000 /content/Kaggle/JPG_test/26989b93-6b72-4c54-9e0f-d98d9a707627.jpg: 640x640 Done. (0.013s) image 2040/3000 /content/Kaggle/JPG_test/2698f88a-e222-48fe-9488-99a08e517b7b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2041/3000 /content/Kaggle/JPG_test/2699ba79-7383-46e2-bf24-53b6bda87dfc.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2042/3000 /content/Kaggle/JPG_test/269a357e-e53a-4ecc-95da-acfb3e0264fa.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2043/3000 /content/Kaggle/JPG_test/26a068d0-e410-4b4e-a5fc-0bcc9bb4f035.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2044/3000 /content/Kaggle/JPG_test/26a56a50-4306-409f-9b63-79e8c8ebba41.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2045/3000 /content/Kaggle/JPG_test/26a8c9e0-13ee-4c48-924c-b7a7fe0ba83e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2046/3000 /content/Kaggle/JPG_test/26a937bc-a3e4-41a1-9a1a-a63506d4b49d.jpg: 640x640 Done. (0.012s) image 2047/3000 /content/Kaggle/JPG_test/26aff0c5-644d-4bde-9716-3b7605496da4.jpg: 640x640 Done. (0.012s) image 2048/3000 /content/Kaggle/JPG_test/26aff776-ff9d-40f2-b899-6b88f1355506.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2049/3000 /content/Kaggle/JPG_test/26b4e5ff-cfa6-4b2a-b0cb-a431dd02ddd9.jpg: 640x640 Done. (0.012s) image 2050/3000 /content/Kaggle/JPG_test/26b59bc8-dd04-4093-876f-fb0667d3b43a.jpg: 640x640 Done. (0.012s) image 2051/3000 /content/Kaggle/JPG_test/26bf3493-da59-49e0-a702-eaa7bf823a91.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2052/3000 /content/Kaggle/JPG_test/26c07956-e243-4d83-82ea-b8da718b0e53.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2053/3000 /content/Kaggle/JPG_test/26ca1b4d-b59a-4933-9d80-d732c06ea93a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2054/3000 /content/Kaggle/JPG_test/26cb0d8a-d50a-4de8-92af-78d46355725c.jpg: 640x640 Done. (0.012s) image 2055/3000 /content/Kaggle/JPG_test/26cd4988-ff71-4d30-b36a-99645c022f90.jpg: 640x640 Done. (0.012s) image 2056/3000 /content/Kaggle/JPG_test/26d3b1ef-f18b-46b8-8feb-9eb3fcd1abb1.jpg: 640x640 Done. (0.012s) image 2057/3000 /content/Kaggle/JPG_test/26e6a647-3e28-4635-a0a3-008f359a673b.jpg: 640x640 Done. (0.013s) image 2058/3000 /content/Kaggle/JPG_test/26e7295a-4039-463f-974f-e6402e5c9fa0.jpg: 640x640 Done. (0.015s) image 2059/3000 /content/Kaggle/JPG_test/26e868a8-8364-4d43-8c22-736de9e5863b.jpg: 640x640 Done. (0.012s) image 2060/3000 /content/Kaggle/JPG_test/26ea7ee4-a364-4269-91f9-0fdb782616b9.jpg: 640x640 Done. (0.013s) image 2061/3000 /content/Kaggle/JPG_test/26f13439-9e01-443c-a503-bd8340cb7bdf.jpg: 640x640 Done. (0.012s) image 2062/3000 /content/Kaggle/JPG_test/26f31538-b674-4262-948b-74b0e9b4f872.jpg: 640x640 Done. (0.017s) image 2063/3000 /content/Kaggle/JPG_test/26f63e56-725c-474e-979d-17dab41fc9e2.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2064/3000 /content/Kaggle/JPG_test/26ff7bee-7cc6-43d7-936c-ce3f27cb167d.jpg: 640x640 Done. (0.013s) image 2065/3000 /content/Kaggle/JPG_test/27016559-e694-413a-bc72-ec9fdb9c8bee.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2066/3000 /content/Kaggle/JPG_test/27034111-0229-4ea7-8696-c8d8b92c2658.jpg: 640x640 Done. (0.018s) image 2067/3000 /content/Kaggle/JPG_test/2704fcb3-7b66-49ed-a5ba-ea20386c824a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2068/3000 /content/Kaggle/JPG_test/2705bbd9-4563-4bea-8d96-cc69a7f45ddb.jpg: 640x640 Done. (0.013s) image 2069/3000 /content/Kaggle/JPG_test/27065d7a-fe14-4bfe-8ce0-5151f3f05275.jpg: 640x640 Done. (0.012s) image 2070/3000 /content/Kaggle/JPG_test/270e6509-5f4c-448d-bb55-822343311cb8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2071/3000 /content/Kaggle/JPG_test/2711f127-4a43-4e83-a3a0-c404c2a19e1c.jpg: 640x640 Done. (0.012s) image 2072/3000 /content/Kaggle/JPG_test/27161478-e5ca-40aa-98f6-777a59e96200.jpg: 640x640 1 pneumonia, Done. (0.016s) image 2073/3000 /content/Kaggle/JPG_test/2716e765-3e72-4a19-9486-ae163413958c.jpg: 640x640 Done. (0.013s) image 2074/3000 /content/Kaggle/JPG_test/271afcc2-a753-43cc-8560-2e4d246b1502.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2075/3000 /content/Kaggle/JPG_test/271b51e1-bc44-4bd8-a130-e211b716a201.jpg: 640x640 Done. (0.013s) image 2076/3000 /content/Kaggle/JPG_test/271dac12-ff4f-40a2-8d25-f89daba97f8b.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2077/3000 /content/Kaggle/JPG_test/271f9a5f-127f-4f94-9d05-ace8f48c0f41.jpg: 640x640 Done. (0.012s) image 2078/3000 /content/Kaggle/JPG_test/2724a1d4-4297-4df3-9b50-b8b9732c13c7.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2079/3000 /content/Kaggle/JPG_test/272be76e-0270-4c10-819d-c32ec14ade4b.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2080/3000 /content/Kaggle/JPG_test/272c0574-55f6-48c3-a450-a794a1328510.jpg: 640x640 Done. (0.014s) image 2081/3000 /content/Kaggle/JPG_test/272dd20a-8806-4d9a-b51d-8773d534f453.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2082/3000 /content/Kaggle/JPG_test/2737456c-aa47-4bff-a3ce-389f076dd8a5.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2083/3000 /content/Kaggle/JPG_test/273a038b-faa3-4d39-a818-3a565489f744.jpg: 640x640 3 pneumonias, Done. (0.013s) image 2084/3000 /content/Kaggle/JPG_test/273bdee2-1dd4-4dd2-a29b-92a29023f6d3.jpg: 640x640 Done. (0.012s) image 2085/3000 /content/Kaggle/JPG_test/2742d025-e576-4659-b3a3-3c9e8ca06136.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2086/3000 /content/Kaggle/JPG_test/27430d2f-310f-42ac-94a1-6682a267b2cc.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2087/3000 /content/Kaggle/JPG_test/2744b7fc-c95a-4071-ae23-4d91abc8ccb6.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2088/3000 /content/Kaggle/JPG_test/2745b4cf-67c8-4f50-b4d5-9b44c073ea61.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2089/3000 /content/Kaggle/JPG_test/2745d0fe-c25e-46fc-b9c6-05ec96f9346a.jpg: 640x640 Done. (0.012s) image 2090/3000 /content/Kaggle/JPG_test/274c940b-9c97-4aaa-a557-f8b97de6c268.jpg: 640x640 Done. (0.014s) image 2091/3000 /content/Kaggle/JPG_test/274d7de6-af4c-4195-921f-2826156b7b5f.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2092/3000 /content/Kaggle/JPG_test/274def79-ae29-4b96-a222-4489e79d54ea.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2093/3000 /content/Kaggle/JPG_test/27505a32-aae2-4cea-ac00-aa4093d8611a.jpg: 640x640 Done. (0.012s) image 2094/3000 /content/Kaggle/JPG_test/27522054-1b91-4f9c-9ab6-15aab6cca1cd.jpg: 640x640 Done. (0.013s) image 2095/3000 /content/Kaggle/JPG_test/27575233-562c-4859-ab7b-a8a5ec213252.jpg: 640x640 Done. (0.012s) image 2096/3000 /content/Kaggle/JPG_test/275e46bb-1b6e-4186-9486-6b5e1b5a1446.jpg: 640x640 Done. (0.015s) image 2097/3000 /content/Kaggle/JPG_test/2767048d-aef9-4a2d-be21-f8009f4f9b7e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2098/3000 /content/Kaggle/JPG_test/276a4c77-21cd-4b77-b94d-5172a2ab427f.jpg: 640x640 Done. (0.013s) image 2099/3000 /content/Kaggle/JPG_test/276f3471-858d-4856-a0e2-1106a92175c0.jpg: 640x640 Done. (0.013s) image 2100/3000 /content/Kaggle/JPG_test/2772133f-a612-4e10-9f64-e23aab41a050.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2101/3000 /content/Kaggle/JPG_test/2775f13e-cbd7-4216-b89f-4c74126af11b.jpg: 640x640 Done. (0.012s) image 2102/3000 /content/Kaggle/JPG_test/277d7499-67f1-42ed-9e74-9a4d5f212685.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2103/3000 /content/Kaggle/JPG_test/2783eed6-66d6-4ccd-8c3f-eee6d2c1e3b3.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2104/3000 /content/Kaggle/JPG_test/278800cb-2add-4fd3-83da-144b126a455d.jpg: 640x640 1 pneumonia, Done. (0.016s) image 2105/3000 /content/Kaggle/JPG_test/278d3470-9e21-4a07-a946-f6b684beb751.jpg: 640x640 Done. (0.013s) image 2106/3000 /content/Kaggle/JPG_test/2793fcf7-a41b-4c76-a750-bcfc1632245f.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2107/3000 /content/Kaggle/JPG_test/279433ff-5347-417b-ab70-51f06e227130.jpg: 640x640 Done. (0.014s) image 2108/3000 /content/Kaggle/JPG_test/27a421cd-4dab-406c-8e35-7da415db0690.jpg: 640x640 Done. (0.015s) image 2109/3000 /content/Kaggle/JPG_test/27a589e8-146b-4a85-91fb-8c27f529bb1a.jpg: 640x640 Done. (0.012s) image 2110/3000 /content/Kaggle/JPG_test/27ac2172-04c3-4735-ac40-3a9317a411d3.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2111/3000 /content/Kaggle/JPG_test/27b2c589-cd2e-4da5-bc9b-496e0b042312.jpg: 640x640 Done. (0.012s) image 2112/3000 /content/Kaggle/JPG_test/27b3cd4c-44bc-4c61-af02-af2768877cc7.jpg: 640x640 Done. (0.013s) image 2113/3000 /content/Kaggle/JPG_test/27ba7a76-c614-4a04-982c-a652d7f51f85.jpg: 640x640 Done. (0.012s) image 2114/3000 /content/Kaggle/JPG_test/27bfde5e-6542-424d-b772-f92e99e22faa.jpg: 640x640 Done. (0.013s) image 2115/3000 /content/Kaggle/JPG_test/27c398ca-1fa3-4484-b3d5-1becd99f6105.jpg: 640x640 Done. (0.012s) image 2116/3000 /content/Kaggle/JPG_test/27c4fce5-77d2-4b4f-b314-c97b6523ff94.jpg: 640x640 3 pneumonias, Done. (0.012s) image 2117/3000 /content/Kaggle/JPG_test/27c8ee6f-a9b3-43cc-a976-954c5caa0c26.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2118/3000 /content/Kaggle/JPG_test/27c99065-7882-4b2c-a856-23d027a96559.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2119/3000 /content/Kaggle/JPG_test/27cf448c-36b9-4ee0-ad14-dcf350f564b7.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2120/3000 /content/Kaggle/JPG_test/27d281c6-ee2b-4ca3-b5a0-96622436b397.jpg: 640x640 Done. (0.012s) image 2121/3000 /content/Kaggle/JPG_test/27d28bee-7a75-4698-a1ce-2950ade2bb6b.jpg: 640x640 Done. (0.013s) image 2122/3000 /content/Kaggle/JPG_test/27d3a0fe-120f-488e-8cb1-4dd73afa755c.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2123/3000 /content/Kaggle/JPG_test/27d57204-7826-4b9c-8eba-a62687bc9ee0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2124/3000 /content/Kaggle/JPG_test/27de550e-028c-4e17-b504-a62305551aee.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2125/3000 /content/Kaggle/JPG_test/27e2e08f-207c-4534-8da7-412fb7868a8a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2126/3000 /content/Kaggle/JPG_test/27e53b80-88b1-4b72-94fd-0eb7f1a38ced.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2127/3000 /content/Kaggle/JPG_test/27e74851-45bb-46f7-8412-defe6d91f4fb.jpg: 640x640 Done. (0.013s) image 2128/3000 /content/Kaggle/JPG_test/27eb5f4c-1fe5-4580-baa1-1193824d5233.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2129/3000 /content/Kaggle/JPG_test/27eef917-370c-41a9-b97a-07fd4cf3fb33.jpg: 640x640 Done. (0.012s) image 2130/3000 /content/Kaggle/JPG_test/27f321f6-9d3b-48da-84aa-02174c664582.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2131/3000 /content/Kaggle/JPG_test/27f82dc7-5f81-4236-a9d9-089fdf1518a7.jpg: 640x640 3 pneumonias, Done. (0.012s) image 2132/3000 /content/Kaggle/JPG_test/27fa5f79-6d04-41aa-a7a4-e4d57db6b98b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2133/3000 /content/Kaggle/JPG_test/27fce610-8145-4fb1-85dd-927e89c6cb53.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2134/3000 /content/Kaggle/JPG_test/280181dd-e918-4818-98ac-dca13221d9f2.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2135/3000 /content/Kaggle/JPG_test/2804f57f-6026-438c-b910-3f11c01fe2f7.jpg: 640x640 Done. (0.012s) image 2136/3000 /content/Kaggle/JPG_test/28072866-534c-468f-92e0-ea14b79b9421.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2137/3000 /content/Kaggle/JPG_test/280933e5-47d7-4015-ab8f-d6c12a846b9a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2138/3000 /content/Kaggle/JPG_test/2811018f-f803-4bc5-8a76-955fa316380e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2139/3000 /content/Kaggle/JPG_test/2815b7e6-1112-484b-b6ed-367c87e0e22a.jpg: 640x640 Done. (0.013s) image 2140/3000 /content/Kaggle/JPG_test/281e02d7-5a23-4cd5-96c0-923faa21434e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2141/3000 /content/Kaggle/JPG_test/28209e9c-6bbe-4832-842e-a5b040ce6364.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2142/3000 /content/Kaggle/JPG_test/28232a23-415f-4f4f-bef4-248f5e875438.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2143/3000 /content/Kaggle/JPG_test/2824b990-3060-414b-93b6-40e2ca9067ef.jpg: 640x640 Done. (0.012s) image 2144/3000 /content/Kaggle/JPG_test/28278841-6318-4065-a93d-47b80ee8482a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2145/3000 /content/Kaggle/JPG_test/282c7cf6-713a-45d3-921f-0a15c9e5ec1f.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2146/3000 /content/Kaggle/JPG_test/28359f7d-723c-4907-92b2-7db519775716.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2147/3000 /content/Kaggle/JPG_test/2836c671-b555-4af7-b1c2-25d73cb113f1.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2148/3000 /content/Kaggle/JPG_test/2838eabe-5ddc-4ddd-8934-91e362d10d18.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2149/3000 /content/Kaggle/JPG_test/283d9a75-b0da-4ce6-960d-8ab696300151.jpg: 640x640 Done. (0.012s) image 2150/3000 /content/Kaggle/JPG_test/283db915-2d46-4477-8cba-7345743efb40.jpg: 640x640 Done. (0.013s) image 2151/3000 /content/Kaggle/JPG_test/283e8230-90e6-4b3d-a350-37a56ad22c87.jpg: 640x640 Done. (0.012s) image 2152/3000 /content/Kaggle/JPG_test/284b4ebc-64f7-469b-8b6f-79a9fbb964b0.jpg: 640x640 Done. (0.012s) image 2153/3000 /content/Kaggle/JPG_test/284e03e6-1cd7-46bf-aee4-da994c42cfc8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2154/3000 /content/Kaggle/JPG_test/28521ba0-b6b6-47ec-a1c6-3449d2ef2fad.jpg: 640x640 Done. (0.012s) image 2155/3000 /content/Kaggle/JPG_test/28531cef-f479-419a-a6de-82e45916534e.jpg: 640x640 Done. (0.012s) image 2156/3000 /content/Kaggle/JPG_test/2853a995-743e-43d8-9ea4-068ffc6bf420.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2157/3000 /content/Kaggle/JPG_test/28588c5c-5455-45cb-bb7a-6c06e34a56ff.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2158/3000 /content/Kaggle/JPG_test/285b5785-cab1-4713-b345-51dc7e5bde93.jpg: 640x640 3 pneumonias, Done. (0.012s) image 2159/3000 /content/Kaggle/JPG_test/285f57d4-98d5-4d75-b91e-cd21ac0ef1a0.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2160/3000 /content/Kaggle/JPG_test/2860838c-8c66-4201-8418-ba961d011f75.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2161/3000 /content/Kaggle/JPG_test/2865b97c-a54d-4029-89e6-e25725770eb4.jpg: 640x640 Done. (0.017s) image 2162/3000 /content/Kaggle/JPG_test/286c2c78-1a39-4fc9-96ab-90d496c54a4f.jpg: 640x640 1 pneumonia, Done. (0.016s) image 2163/3000 /content/Kaggle/JPG_test/28715b54-8198-4bac-b86c-cda1c039b7cd.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2164/3000 /content/Kaggle/JPG_test/2877d296-330a-4a33-9a2d-b92584d3555f.jpg: 640x640 Done. (0.012s) image 2165/3000 /content/Kaggle/JPG_test/287ace28-6719-4027-8d17-c41e0419cc88.jpg: 640x640 Done. (0.012s) image 2166/3000 /content/Kaggle/JPG_test/287cb6d8-3d50-4664-8d95-417d9b919bd7.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2167/3000 /content/Kaggle/JPG_test/28805c82-2a63-4790-9db3-b36f6576b8e4.jpg: 640x640 Done. (0.013s) image 2168/3000 /content/Kaggle/JPG_test/2882e9ab-3400-47f3-b952-62e1876eff15.jpg: 640x640 Done. (0.013s) image 2169/3000 /content/Kaggle/JPG_test/28913461-bfee-43a8-a955-c42ebb614a7d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2170/3000 /content/Kaggle/JPG_test/289578c9-2d3b-4571-ba3a-5b7e2b5cbd6e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2171/3000 /content/Kaggle/JPG_test/28a52994-65a7-4fe6-aa5e-adc0fd4535e9.jpg: 640x640 Done. (0.012s) image 2172/3000 /content/Kaggle/JPG_test/28a7cdb3-6861-4c13-91c2-b51ea3e0c079.jpg: 640x640 Done. (0.012s) image 2173/3000 /content/Kaggle/JPG_test/28a86852-7fe2-4001-a2f0-4a1cee459f3e.jpg: 640x640 Done. (0.012s) image 2174/3000 /content/Kaggle/JPG_test/28a903f0-ca6b-4e7f-9587-7812b25e794f.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2175/3000 /content/Kaggle/JPG_test/28b2a582-b3b6-493b-91a9-110747a706db.jpg: 640x640 Done. (0.012s) image 2176/3000 /content/Kaggle/JPG_test/28b36eb9-398c-4e2d-8994-73c64519b7ec.jpg: 640x640 1 pneumonia, Done. (0.016s) image 2177/3000 /content/Kaggle/JPG_test/28b6f49b-3660-4836-9c68-e552fdab7917.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2178/3000 /content/Kaggle/JPG_test/28bc3690-8ccf-4baa-8237-fbbd4b8ece72.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2179/3000 /content/Kaggle/JPG_test/28c25252-860a-4f65-ae97-c136b577da2f.jpg: 640x640 Done. (0.012s) image 2180/3000 /content/Kaggle/JPG_test/28cdfffc-0cda-4f89-9d11-c3705ee51f75.jpg: 640x640 Done. (0.013s) image 2181/3000 /content/Kaggle/JPG_test/28cea9d9-0b70-4a9c-945d-d321bf809c8d.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2182/3000 /content/Kaggle/JPG_test/28d0fa7b-282b-4a7c-8a26-f0ffea5fe47a.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2183/3000 /content/Kaggle/JPG_test/28d19b28-4b09-4071-a848-8ae64007b671.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2184/3000 /content/Kaggle/JPG_test/28d1dd60-8594-4f78-b627-7bec5cc238f3.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2185/3000 /content/Kaggle/JPG_test/28d4a940-cbb1-4dc4-84f7-b862f8db5f7a.jpg: 640x640 Done. (0.012s) image 2186/3000 /content/Kaggle/JPG_test/28d83d57-c9c7-4c15-96e9-fe00092c999c.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2187/3000 /content/Kaggle/JPG_test/28d9e106-c5b7-4f30-ad0c-dccf0f8ba09e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2188/3000 /content/Kaggle/JPG_test/28dc9ac8-e269-4834-8483-aeddd22cb878.jpg: 640x640 Done. (0.015s) image 2189/3000 /content/Kaggle/JPG_test/28debac6-3823-4e02-bc83-3fbb9ded1718.jpg: 640x640 Done. (0.012s) image 2190/3000 /content/Kaggle/JPG_test/28df490a-1851-4c46-ac1a-54ec9617d0d3.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2191/3000 /content/Kaggle/JPG_test/28df756b-3b5d-4ab1-baac-de295460d632.jpg: 640x640 Done. (0.013s) image 2192/3000 /content/Kaggle/JPG_test/28df7a3a-7750-4845-8335-4374bc039122.jpg: 640x640 Done. (0.013s) image 2193/3000 /content/Kaggle/JPG_test/28e03bc2-1c2e-4c4d-ad70-1f0d6b74bc3d.jpg: 640x640 Done. (0.012s) image 2194/3000 /content/Kaggle/JPG_test/28e124e0-e71c-4444-ab34-3db1a5f7d1fc.jpg: 640x640 Done. (0.012s) image 2195/3000 /content/Kaggle/JPG_test/28e20d9d-5367-4e90-b831-88ae6dfc3315.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2196/3000 /content/Kaggle/JPG_test/28e7948f-0d76-4616-80e0-7e54f8691d43.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2197/3000 /content/Kaggle/JPG_test/28f0e911-7f0e-43de-8b6a-70fb1b77f21c.jpg: 640x640 Done. (0.012s) image 2198/3000 /content/Kaggle/JPG_test/28f51877-4cf3-4476-af15-256738626d14.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2199/3000 /content/Kaggle/JPG_test/28fb9812-830e-4f7a-8750-02005a3a68c4.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2200/3000 /content/Kaggle/JPG_test/28ffb122-43cd-4ae0-8b00-880213e68361.jpg: 640x640 Done. (0.012s) image 2201/3000 /content/Kaggle/JPG_test/290132ce-cede-4fcb-82a2-69a106ef9576.jpg: 640x640 2 pneumonias, Done. (0.018s) image 2202/3000 /content/Kaggle/JPG_test/29048813-5b20-4aba-bfcb-8eed053e3e53.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2203/3000 /content/Kaggle/JPG_test/290733ef-ee28-4533-9547-6bcb964145a2.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2204/3000 /content/Kaggle/JPG_test/290b2fca-1aee-4058-a615-08dbe5d697b8.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2205/3000 /content/Kaggle/JPG_test/290c3c3c-8864-43a7-894b-52edb4b21957.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2206/3000 /content/Kaggle/JPG_test/290fe4d8-0960-4ff6-88fc-67341176c6d3.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2207/3000 /content/Kaggle/JPG_test/2918eae9-cbaa-4ea4-a0ce-6f234a954220.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2208/3000 /content/Kaggle/JPG_test/2919e9ff-9ae1-4a90-b9c5-2e804888f8ef.jpg: 640x640 Done. (0.012s) image 2209/3000 /content/Kaggle/JPG_test/291d3937-544c-4b98-a646-03868131a92d.jpg: 640x640 Done. (0.012s) image 2210/3000 /content/Kaggle/JPG_test/291fafe8-0596-4080-93eb-410225f69d86.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2211/3000 /content/Kaggle/JPG_test/2927b995-6caa-41d7-9a63-a5268f6b6a23.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2212/3000 /content/Kaggle/JPG_test/2927f7c8-4046-4df0-a5fa-7444cf69fb57.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2213/3000 /content/Kaggle/JPG_test/2928bb0e-4840-4399-aeb7-6240de938d84.jpg: 640x640 Done. (0.012s) image 2214/3000 /content/Kaggle/JPG_test/29319e8a-52e6-448a-b10c-0bc81695f71b.jpg: 640x640 Done. (0.012s) image 2215/3000 /content/Kaggle/JPG_test/29380429-cf24-49e6-aa64-dfc411204694.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2216/3000 /content/Kaggle/JPG_test/293bc2b2-e005-4a64-9869-9165995f0ae2.jpg: 640x640 Done. (0.012s) image 2217/3000 /content/Kaggle/JPG_test/29420883-e102-44a6-95d9-389ee31d2be1.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2218/3000 /content/Kaggle/JPG_test/29462625-6168-4494-9f42-2360e457907f.jpg: 640x640 Done. (0.012s) image 2219/3000 /content/Kaggle/JPG_test/294b4109-6ea5-4136-9a67-67b6a929d285.jpg: 640x640 Done. (0.014s) image 2220/3000 /content/Kaggle/JPG_test/294f447e-a691-4c34-9740-8e2554691d81.jpg: 640x640 Done. (0.012s) image 2221/3000 /content/Kaggle/JPG_test/2950b52f-0d4e-4c6b-ad7e-7052b750bf9b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2222/3000 /content/Kaggle/JPG_test/29597a3d-9fea-4da5-ac6f-8b8be9e84e8e.jpg: 640x640 Done. (0.015s) image 2223/3000 /content/Kaggle/JPG_test/295a47cb-b808-45ee-9162-7e6e755dd064.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2224/3000 /content/Kaggle/JPG_test/295e7fd7-dfcc-4945-a8bc-b7bfcaea26ed.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2225/3000 /content/Kaggle/JPG_test/295fdc53-a88f-4fdd-8392-15c8776cde93.jpg: 640x640 Done. (0.012s) image 2226/3000 /content/Kaggle/JPG_test/295ff681-9e3a-4516-b5c7-ae88015fd4e5.jpg: 640x640 Done. (0.016s) image 2227/3000 /content/Kaggle/JPG_test/29661bc0-02d5-47c0-bbd6-61ea4fae75d7.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2228/3000 /content/Kaggle/JPG_test/2966ec51-452a-4841-a9c3-674e04292614.jpg: 640x640 Done. (0.013s) image 2229/3000 /content/Kaggle/JPG_test/29677804-ab51-45b6-ac62-02958292a69b.jpg: 640x640 3 pneumonias, Done. (0.012s) image 2230/3000 /content/Kaggle/JPG_test/296939fd-29fe-495d-a7dc-f7127240a9c8.jpg: 640x640 Done. (0.012s) image 2231/3000 /content/Kaggle/JPG_test/2969eca6-35c8-4e4c-8ba7-bb78273dec37.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2232/3000 /content/Kaggle/JPG_test/296b0b03-c75b-41f0-8bff-1dde57a80e22.jpg: 640x640 Done. (0.013s) image 2233/3000 /content/Kaggle/JPG_test/2971548b-c2b1-4b9b-bf50-00d7cc78f096.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2234/3000 /content/Kaggle/JPG_test/29723dd7-47a0-4ec9-ace9-a1130e604d60.jpg: 640x640 Done. (0.012s) image 2235/3000 /content/Kaggle/JPG_test/29731a00-7f71-4bf2-b44b-1fc6e531dead.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2236/3000 /content/Kaggle/JPG_test/2975a1ea-26b6-4aef-95e8-a2f914bcb087.jpg: 640x640 Done. (0.012s) image 2237/3000 /content/Kaggle/JPG_test/2975cc3d-94de-47cf-b506-f91d0514d6ba.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2238/3000 /content/Kaggle/JPG_test/29762b8b-df1f-4b0d-ad70-fac6d7fc4d76.jpg: 640x640 Done. (0.013s) image 2239/3000 /content/Kaggle/JPG_test/2977d766-7faa-42d5-943d-ec65ef284430.jpg: 640x640 Done. (0.013s) image 2240/3000 /content/Kaggle/JPG_test/297be3aa-dcb5-4e28-9aed-69ac55d3dd41.jpg: 640x640 Done. (0.012s) image 2241/3000 /content/Kaggle/JPG_test/297ef567-0d06-473e-831e-6fe0698a2d66.jpg: 640x640 Done. (0.013s) image 2242/3000 /content/Kaggle/JPG_test/298c9dbf-f493-4991-9f9e-1eeb3c570bed.jpg: 640x640 Done. (0.012s) image 2243/3000 /content/Kaggle/JPG_test/298e22d6-f3e7-4f3d-8196-d95f7c3f992b.jpg: 640x640 2 pneumonias, Done. (0.015s) image 2244/3000 /content/Kaggle/JPG_test/2990c6cf-38a2-43cf-8862-0be71938eea5.jpg: 640x640 Done. (0.012s) image 2245/3000 /content/Kaggle/JPG_test/299151d6-ec2d-48ba-aaed-880503b013b8.jpg: 640x640 Done. (0.012s) image 2246/3000 /content/Kaggle/JPG_test/29920204-eb3c-4e94-8724-241c198f2f81.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2247/3000 /content/Kaggle/JPG_test/29923e51-773c-46b9-81a2-ac44e8bdf8f8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2248/3000 /content/Kaggle/JPG_test/2995760c-95b6-4c79-b6ad-c15316de38e1.jpg: 640x640 Done. (0.012s) image 2249/3000 /content/Kaggle/JPG_test/2996eb94-ba9c-4d89-a9f4-531a15fec52f.jpg: 640x640 Done. (0.012s) image 2250/3000 /content/Kaggle/JPG_test/299e8dc9-1ddf-4bb9-bbf9-6545506e10a7.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2251/3000 /content/Kaggle/JPG_test/29ba9bf7-63f5-4b3a-a52a-8719e7b3762c.jpg: 640x640 Done. (0.012s) image 2252/3000 /content/Kaggle/JPG_test/29c237f5-8fba-454d-a832-d77fba372312.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2253/3000 /content/Kaggle/JPG_test/29c436ff-bbaa-4ff9-ba0f-40fb7a521c54.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2254/3000 /content/Kaggle/JPG_test/29ccf633-6c21-48e6-8fba-fd95691d8384.jpg: 640x640 Done. (0.012s) image 2255/3000 /content/Kaggle/JPG_test/29d145f7-bb28-45b1-8af5-3747341e1701.jpg: 640x640 Done. (0.014s) image 2256/3000 /content/Kaggle/JPG_test/29d42f45-5046-4112-87fa-18ea6ea97e75.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2257/3000 /content/Kaggle/JPG_test/29d959bb-171d-487d-87b3-8637e30ba480.jpg: 640x640 Done. (0.012s) image 2258/3000 /content/Kaggle/JPG_test/29dfd9c8-ef99-41aa-8f1b-c24848b5a73f.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2259/3000 /content/Kaggle/JPG_test/29e0eb1e-8292-4eb5-a335-75f5174de4d3.jpg: 640x640 Done. (0.013s) image 2260/3000 /content/Kaggle/JPG_test/29e30dfe-0f9c-4300-89a7-cf3693839880.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2261/3000 /content/Kaggle/JPG_test/29ea4ef5-f115-4961-9fe6-4c286a78fe82.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2262/3000 /content/Kaggle/JPG_test/29f4ade7-a785-419f-8d39-9c7d57f3a296.jpg: 640x640 1 pneumonia, Done. (0.011s) image 2263/3000 /content/Kaggle/JPG_test/29f74eff-c4f5-49d7-9ef8-fdb051100539.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2264/3000 /content/Kaggle/JPG_test/29fce23c-0ef7-4d05-87bb-b14d7b15db69.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2265/3000 /content/Kaggle/JPG_test/2a0ad45a-78c5-4c3b-8190-677ad836460f.jpg: 640x640 Done. (0.013s) image 2266/3000 /content/Kaggle/JPG_test/2a0d2fa7-140c-49bb-ae85-4d6e597933e1.jpg: 640x640 Done. (0.012s) image 2267/3000 /content/Kaggle/JPG_test/2a0f9d8a-80bf-4999-a522-efb5e7015c31.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2268/3000 /content/Kaggle/JPG_test/2a1276a9-c806-480d-80ac-008d1bcb469f.jpg: 640x640 Done. (0.012s) image 2269/3000 /content/Kaggle/JPG_test/2a146de5-ee51-4ffb-a01d-a4dedc2e647d.jpg: 640x640 Done. (0.012s) image 2270/3000 /content/Kaggle/JPG_test/2a157a24-21e4-4d8a-ba56-6b03d0651035.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2271/3000 /content/Kaggle/JPG_test/2a17e36f-a43c-44f8-bf50-9d36f7d5cfae.jpg: 640x640 Done. (0.013s) image 2272/3000 /content/Kaggle/JPG_test/2a19dc42-c7ed-486a-9bf0-8ab60b297326.jpg: 640x640 Done. (0.012s) image 2273/3000 /content/Kaggle/JPG_test/2a1f9904-f010-4210-9371-cea55daa52a1.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2274/3000 /content/Kaggle/JPG_test/2a22ae7c-f7a3-411f-9c30-694d6e38ac7d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2275/3000 /content/Kaggle/JPG_test/2a266b8b-cd95-4d58-a018-f26f12d34f56.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2276/3000 /content/Kaggle/JPG_test/2a27aad6-fdc7-491f-885d-44d5619a6cf5.jpg: 640x640 Done. (0.012s) image 2277/3000 /content/Kaggle/JPG_test/2a28b223-22e4-49a7-b827-acfc90029fc3.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2278/3000 /content/Kaggle/JPG_test/2a2cae39-a625-41b9-a817-8389fdb07799.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2279/3000 /content/Kaggle/JPG_test/2a31df3c-5131-4622-b63a-be9a058837bd.jpg: 640x640 Done. (0.015s) image 2280/3000 /content/Kaggle/JPG_test/2a322909-9ee1-4f88-a601-7160852d38c5.jpg: 640x640 3 pneumonias, Done. (0.012s) image 2281/3000 /content/Kaggle/JPG_test/2a32ada8-3fe8-4db4-865b-83e6f6f38180.jpg: 640x640 Done. (0.011s) image 2282/3000 /content/Kaggle/JPG_test/2a344d33-4969-4543-801e-0e3e89520eeb.jpg: 640x640 Done. (0.013s) image 2283/3000 /content/Kaggle/JPG_test/2a37006f-16a5-4834-8d0e-548dee597471.jpg: 640x640 Done. (0.013s) image 2284/3000 /content/Kaggle/JPG_test/2a38a2eb-9a5e-479c-9d60-40f55b4f4f36.jpg: 640x640 Done. (0.013s) image 2285/3000 /content/Kaggle/JPG_test/2a3fc253-6d7f-48ea-ab20-377272cd1bda.jpg: 640x640 Done. (0.012s) image 2286/3000 /content/Kaggle/JPG_test/2a41d17f-89e2-4155-8588-81fc046d75e3.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2287/3000 /content/Kaggle/JPG_test/2a488e98-8e13-4d63-971e-dc9d172beb2a.jpg: 640x640 Done. (0.012s) image 2288/3000 /content/Kaggle/JPG_test/2a4d3884-debb-4f90-88d5-3f998681d8df.jpg: 640x640 Done. (0.012s) image 2289/3000 /content/Kaggle/JPG_test/2a4e1cc0-16ef-4d87-8766-256ad794a8cb.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2290/3000 /content/Kaggle/JPG_test/2a51b19f-9ead-4a90-819a-cdf9b308e2e2.jpg: 640x640 Done. (0.012s) image 2291/3000 /content/Kaggle/JPG_test/2a5269e4-e471-4aed-b421-01fb2e42f64c.jpg: 640x640 Done. (0.012s) image 2292/3000 /content/Kaggle/JPG_test/2a545588-c287-4124-88d1-7a17032d5cb3.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2293/3000 /content/Kaggle/JPG_test/2a5889ae-989e-405d-9675-8449b477833f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2294/3000 /content/Kaggle/JPG_test/2a5ac8d9-1383-467c-93d1-8b635bfc931d.jpg: 640x640 Done. (0.012s) image 2295/3000 /content/Kaggle/JPG_test/2a5b26fd-61c3-42e9-a26c-cf2331b523ef.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2296/3000 /content/Kaggle/JPG_test/2a5d326c-a979-4704-b4e6-5642dd89f8bb.jpg: 640x640 Done. (0.012s) image 2297/3000 /content/Kaggle/JPG_test/2a5e9649-6635-4f85-96da-1f25e96b2528.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2298/3000 /content/Kaggle/JPG_test/2a5f9ee1-220f-4614-87fa-cec51e537664.jpg: 640x640 Done. (0.013s) image 2299/3000 /content/Kaggle/JPG_test/2a655317-ec64-47b8-b3ca-6b347b7aad2f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2300/3000 /content/Kaggle/JPG_test/2a670192-9427-46c5-843a-943dedf6ac83.jpg: 640x640 Done. (0.012s) image 2301/3000 /content/Kaggle/JPG_test/2a71e8d0-6da9-4cb8-b31e-1dc8a530ea91.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2302/3000 /content/Kaggle/JPG_test/2a72fa32-fbd7-47e9-941a-a4e562b4a4dc.jpg: 640x640 Done. (0.012s) image 2303/3000 /content/Kaggle/JPG_test/2a731e8d-4b28-46ec-b22d-01cbcbf67d12.jpg: 640x640 Done. (0.011s) image 2304/3000 /content/Kaggle/JPG_test/2a7df7aa-1314-40da-afc5-7af58ad1bee9.jpg: 640x640 Done. (0.012s) image 2305/3000 /content/Kaggle/JPG_test/2a7f6cf4-8c1f-4960-b678-1fd44b1d89f9.jpg: 640x640 3 pneumonias, Done. (0.011s) image 2306/3000 /content/Kaggle/JPG_test/2a8142bc-98c2-45fb-b2a3-6b8d0d95c8bb.jpg: 640x640 1 pneumonia, Done. (0.011s) image 2307/3000 /content/Kaggle/JPG_test/2a83c58a-4ae5-47db-a596-1f3e1da52298.jpg: 640x640 2 pneumonias, Done. (0.011s) image 2308/3000 /content/Kaggle/JPG_test/2a89b8bf-72ac-4f52-8e8e-ddb451b33a3e.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2309/3000 /content/Kaggle/JPG_test/2a8b084b-db3d-42a4-91ee-00f73266f82b.jpg: 640x640 4 pneumonias, Done. (0.011s) image 2310/3000 /content/Kaggle/JPG_test/2a9124dc-a484-4423-a61a-c7ac12d131d7.jpg: 640x640 Done. (0.013s) image 2311/3000 /content/Kaggle/JPG_test/2a91d7cf-831f-4691-b25d-23b6fad483ea.jpg: 640x640 1 pneumonia, Done. (0.011s) image 2312/3000 /content/Kaggle/JPG_test/2a94cdaa-c1b1-49e0-9edb-eb1ae4ff4aeb.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2313/3000 /content/Kaggle/JPG_test/2a9a0416-70f6-4a7f-b441-284c2604d335.jpg: 640x640 Done. (0.011s) image 2314/3000 /content/Kaggle/JPG_test/2aa0b0ed-814a-4d5f-8d13-38fb3e74fd7b.jpg: 640x640 1 pneumonia, Done. (0.011s) image 2315/3000 /content/Kaggle/JPG_test/2aa6506f-a7a0-4057-bc65-e56a27370698.jpg: 640x640 Done. (0.012s) image 2316/3000 /content/Kaggle/JPG_test/2aa79908-4a8e-4a7e-bb58-804ccb16dba5.jpg: 640x640 Done. (0.012s) image 2317/3000 /content/Kaggle/JPG_test/2ab3187d-b284-4779-8192-d4ee7f147c47.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2318/3000 /content/Kaggle/JPG_test/2ab5ad27-c2cb-4e6d-b6fb-bf902aec5b8f.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2319/3000 /content/Kaggle/JPG_test/2ab60eb1-862d-442c-b25d-6aafbe253571.jpg: 640x640 Done. (0.012s) image 2320/3000 /content/Kaggle/JPG_test/2ab7d4ea-97dd-4bb4-a803-6d39ea8d6be2.jpg: 640x640 Done. (0.013s) image 2321/3000 /content/Kaggle/JPG_test/2ab87845-c94e-42aa-b64c-8a6d880193e4.jpg: 640x640 Done. (0.012s) image 2322/3000 /content/Kaggle/JPG_test/2abcf934-facd-40fc-a75e-0062441fd206.jpg: 640x640 Done. (0.012s) image 2323/3000 /content/Kaggle/JPG_test/2abd6efc-20df-4dd9-ae53-2c5f7c5a52eb.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2324/3000 /content/Kaggle/JPG_test/2ac2f354-ae86-4c87-9ed7-38c842c6e604.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2325/3000 /content/Kaggle/JPG_test/2acddcaf-1121-4c5a-8891-b70a7b5b3648.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2326/3000 /content/Kaggle/JPG_test/2acdfd2f-903c-4b83-950b-266c4a5a8df0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2327/3000 /content/Kaggle/JPG_test/2ace84b3-22d0-4fca-aa85-d047979d8f2e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2328/3000 /content/Kaggle/JPG_test/2aced5e8-cf72-4f1f-a8cf-707de0a1ddca.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2329/3000 /content/Kaggle/JPG_test/2ad7f18d-fd3f-463a-b758-7c6ea837f758.jpg: 640x640 Done. (0.012s) image 2330/3000 /content/Kaggle/JPG_test/2ae109bf-47be-4645-bd8f-003dee84da0b.jpg: 640x640 Done. (0.012s) image 2331/3000 /content/Kaggle/JPG_test/2ae28df1-2084-4000-9327-177953f4b18c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2332/3000 /content/Kaggle/JPG_test/2ae5bc25-2e13-4905-b94d-a9240d86d499.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2333/3000 /content/Kaggle/JPG_test/2ae5c877-44a9-4aa1-9f18-297599d90342.jpg: 640x640 Done. (0.012s) image 2334/3000 /content/Kaggle/JPG_test/2ae90a2c-813a-45f4-b350-03814995e418.jpg: 640x640 Done. (0.020s) image 2335/3000 /content/Kaggle/JPG_test/2aec6d89-6abc-4fd5-9ed2-a5126b7becf6.jpg: 640x640 1 pneumonia, Done. (0.022s) image 2336/3000 /content/Kaggle/JPG_test/2aed1baf-8e50-490f-abd0-2ce2d2469ea4.jpg: 640x640 Done. (0.022s) image 2337/3000 /content/Kaggle/JPG_test/2af2d0c7-b138-49b0-8bf3-65aaedcf0682.jpg: 640x640 Done. (0.017s) image 2338/3000 /content/Kaggle/JPG_test/2af35a62-3a6a-4e18-8c9b-059a8e0fcd6b.jpg: 640x640 Done. (0.013s) image 2339/3000 /content/Kaggle/JPG_test/2af5993b-c01a-4504-b998-d936f2f79cb9.jpg: 640x640 Done. (0.013s) image 2340/3000 /content/Kaggle/JPG_test/2afe02a3-06da-42fa-b68f-3e9c921e5fb9.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2341/3000 /content/Kaggle/JPG_test/2b001299-52d5-4af2-a49e-32adb7df1837.jpg: 640x640 Done. (0.013s) image 2342/3000 /content/Kaggle/JPG_test/2b06329c-fae8-4a2a-b8e0-c59de0bb43db.jpg: 640x640 Done. (0.014s) image 2343/3000 /content/Kaggle/JPG_test/2b0652d1-2313-49a8-8758-18ebadadb620.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2344/3000 /content/Kaggle/JPG_test/2b07bf92-761f-409c-9f56-d85fd0b33a43.jpg: 640x640 Done. (0.025s) image 2345/3000 /content/Kaggle/JPG_test/2b0bfba4-ae3c-41a8-9e21-c3053b896445.jpg: 640x640 Done. (0.023s) image 2346/3000 /content/Kaggle/JPG_test/2b111931-60e8-4281-8f76-a7181ae96837.jpg: 640x640 Done. (0.022s) image 2347/3000 /content/Kaggle/JPG_test/2b1135f1-c115-45d7-9e92-c2c9779e92b1.jpg: 640x640 Done. (0.014s) image 2348/3000 /content/Kaggle/JPG_test/2b14a096-e4a5-41ca-85dd-10d7863caa63.jpg: 640x640 Done. (0.015s) image 2349/3000 /content/Kaggle/JPG_test/2b1aa227-cecf-4845-9743-a2214c911975.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2350/3000 /content/Kaggle/JPG_test/2b1d3619-3d81-4d7a-8a39-69daeb1982df.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2351/3000 /content/Kaggle/JPG_test/2b20c1cd-d62d-49d5-a5c9-43780436c308.jpg: 640x640 Done. (0.011s) image 2352/3000 /content/Kaggle/JPG_test/2b22da42-be15-4905-bfb1-5f17a02c18b2.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2353/3000 /content/Kaggle/JPG_test/2b2a11b2-12b5-48ce-9b3b-39c91f8a691d.jpg: 640x640 Done. (0.012s) image 2354/3000 /content/Kaggle/JPG_test/2b2d704b-cb66-4bcc-afb0-4eff225d620d.jpg: 640x640 Done. (0.012s) image 2355/3000 /content/Kaggle/JPG_test/2b301603-0de0-4c9c-89b4-81b91053e9ef.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2356/3000 /content/Kaggle/JPG_test/2b3445b7-61d4-46dc-9328-1a45fee158ad.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2357/3000 /content/Kaggle/JPG_test/2b346292-8750-4d11-a55c-5c375bd0f882.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2358/3000 /content/Kaggle/JPG_test/2b367d8c-05d0-40f2-9c80-7931f41ec71c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2359/3000 /content/Kaggle/JPG_test/2b39cb1a-d8fd-4227-a74d-aee511b66a58.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2360/3000 /content/Kaggle/JPG_test/2b3a47c7-8fd9-416f-a9a9-04388c11546d.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2361/3000 /content/Kaggle/JPG_test/2b3dc649-9934-4210-b03d-b4282997b4e1.jpg: 640x640 Done. (0.011s) image 2362/3000 /content/Kaggle/JPG_test/2b40b6f0-9d7e-4f20-bc5f-3086d1eec7c1.jpg: 640x640 Done. (0.011s) image 2363/3000 /content/Kaggle/JPG_test/2b419ca4-0ce1-4eba-a59f-dfc24b74aabf.jpg: 640x640 Done. (0.013s) image 2364/3000 /content/Kaggle/JPG_test/2b427775-da63-4fc0-a2cf-d1dec1aa19f5.jpg: 640x640 Done. (0.017s) image 2365/3000 /content/Kaggle/JPG_test/2b47029a-b0e9-4d5a-807a-62c8e2d36855.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2366/3000 /content/Kaggle/JPG_test/2b49fd25-ddc6-4e8c-b04b-5e61402caeb4.jpg: 640x640 Done. (0.012s) image 2367/3000 /content/Kaggle/JPG_test/2b4e2c18-847d-45e7-a00b-6c972393631e.jpg: 640x640 Done. (0.013s) image 2368/3000 /content/Kaggle/JPG_test/2b5037ae-c15a-4d5f-93c5-4bffe67bf7f8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2369/3000 /content/Kaggle/JPG_test/2b54e5d2-8c8e-4b8f-8128-ab0fa4a7744d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2370/3000 /content/Kaggle/JPG_test/2b554342-6224-4d4c-822c-48a56a522c3e.jpg: 640x640 Done. (0.011s) image 2371/3000 /content/Kaggle/JPG_test/2b5f9923-0ee5-42cf-b6bc-5d16ac75e9ae.jpg: 640x640 Done. (0.012s) image 2372/3000 /content/Kaggle/JPG_test/2b62bfe4-8fcb-4666-a3c9-44aa6fa0d9c2.jpg: 640x640 Done. (0.012s) image 2373/3000 /content/Kaggle/JPG_test/2b635aad-66e7-49da-808e-14f59dc98fe0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2374/3000 /content/Kaggle/JPG_test/2b63addd-3dfc-4bba-b1e5-fa6e6e49996f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2375/3000 /content/Kaggle/JPG_test/2b64c32b-7575-45df-844d-dd466c698eef.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2376/3000 /content/Kaggle/JPG_test/2b66662b-5184-4b18-b7f4-b18664527d8d.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2377/3000 /content/Kaggle/JPG_test/2b683a4f-e04f-4da9-9a89-2dd5faa4b82b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2378/3000 /content/Kaggle/JPG_test/2b6d67d6-5a6a-4a8c-ba05-87a6c00d6c08.jpg: 640x640 Done. (0.012s) image 2379/3000 /content/Kaggle/JPG_test/2b6df336-4ab2-48d9-8f10-120c6120bf98.jpg: 640x640 Done. (0.015s) image 2380/3000 /content/Kaggle/JPG_test/2b730fcb-2568-4fb2-8964-98f4c171142f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2381/3000 /content/Kaggle/JPG_test/2b76e6cb-fe51-40da-bfc6-54253dee41f6.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2382/3000 /content/Kaggle/JPG_test/2b7d087c-a5ec-4f67-a37e-847c22663557.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2383/3000 /content/Kaggle/JPG_test/2b83d54b-af50-4c15-9d53-d3b1c5381678.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2384/3000 /content/Kaggle/JPG_test/2b89f974-3c79-4ddb-a141-5fdbbc09f20d.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2385/3000 /content/Kaggle/JPG_test/2b91bd91-7e7f-4d19-b0c0-5bae62ae1978.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2386/3000 /content/Kaggle/JPG_test/2b948f4a-5131-465d-9f27-67ff15370499.jpg: 640x640 Done. (0.013s) image 2387/3000 /content/Kaggle/JPG_test/2b96d291-2dbe-4756-9d6c-d23efcd863b8.jpg: 640x640 Done. (0.012s) image 2388/3000 /content/Kaggle/JPG_test/2b989809-abd6-4430-9c8f-4805723d851b.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2389/3000 /content/Kaggle/JPG_test/2b98d69d-6e7c-4d51-af53-c3fb16301c08.jpg: 640x640 Done. (0.014s) image 2390/3000 /content/Kaggle/JPG_test/2b9990c6-dd10-44e4-9d5a-5701a964a57d.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2391/3000 /content/Kaggle/JPG_test/2b9b510d-85f2-4c82-a742-955d2f4fd17a.jpg: 640x640 Done. (0.012s) image 2392/3000 /content/Kaggle/JPG_test/2ba09a39-3935-4b61-8119-266a0fa153ec.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2393/3000 /content/Kaggle/JPG_test/2ba33562-3b2a-4d4b-9a8d-2da5100c2a9d.jpg: 640x640 Done. (0.012s) image 2394/3000 /content/Kaggle/JPG_test/2ba3df76-d959-414f-b466-4bc0b4f41135.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2395/3000 /content/Kaggle/JPG_test/2ba6e94e-5020-4bc7-9d9c-eddb49f496af.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2396/3000 /content/Kaggle/JPG_test/2ba77bb5-5808-47b4-aa37-4e4a70786b97.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2397/3000 /content/Kaggle/JPG_test/2bab0fc9-a519-4c93-8e54-e20c596669e7.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2398/3000 /content/Kaggle/JPG_test/2bacaba5-1a0e-44f9-b654-c384aa466ea8.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2399/3000 /content/Kaggle/JPG_test/2bacef12-1a74-46f1-8c7a-3ea5da506a42.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2400/3000 /content/Kaggle/JPG_test/2badcdd6-4733-47ae-bdfc-412bb853e9a1.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2401/3000 /content/Kaggle/JPG_test/2bb2c31d-af87-45e3-961d-5cd6f2639119.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2402/3000 /content/Kaggle/JPG_test/2bb5fb3e-0a7d-42c1-bec3-bf86f6fe4029.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2403/3000 /content/Kaggle/JPG_test/2bbcf539-6aaf-4511-9b60-a25806e66b99.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2404/3000 /content/Kaggle/JPG_test/2bc0753f-a2c9-41c0-a251-a7c8ae3f9292.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2405/3000 /content/Kaggle/JPG_test/2bc0fd91-931a-446f-becb-7a6d3f2a7678.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2406/3000 /content/Kaggle/JPG_test/2bc676d8-9b52-46ac-bf77-40a8846326a8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2407/3000 /content/Kaggle/JPG_test/2bcc5188-113c-4c20-a0bd-f1c19f985a45.jpg: 640x640 Done. (0.012s) image 2408/3000 /content/Kaggle/JPG_test/2bd1eb03-1494-4f10-b024-af68cad7d545.jpg: 640x640 Done. (0.012s) image 2409/3000 /content/Kaggle/JPG_test/2bd29296-2fa9-4708-bea7-2a3ea286723d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2410/3000 /content/Kaggle/JPG_test/2bd3afa7-414c-431f-ad98-0d1b03f175b8.jpg: 640x640 Done. (0.015s) image 2411/3000 /content/Kaggle/JPG_test/2bd6c4a0-b178-44d4-9426-4dfb4ae0763b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2412/3000 /content/Kaggle/JPG_test/2bd7a6e1-bc2b-402d-801c-0026d21e81bd.jpg: 640x640 Done. (0.012s) image 2413/3000 /content/Kaggle/JPG_test/2bd856e8-928b-4963-bca5-89e764cf5320.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2414/3000 /content/Kaggle/JPG_test/2bdb8628-8fea-4b99-a12f-c09f1afea857.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2415/3000 /content/Kaggle/JPG_test/2bdcc1e0-076b-4dea-8054-f33375e1ca9f.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2416/3000 /content/Kaggle/JPG_test/2be12301-eb2a-409d-8a84-92bf849c3247.jpg: 640x640 Done. (0.012s) image 2417/3000 /content/Kaggle/JPG_test/2be405ce-d581-4e02-bb92-04c5145697fe.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2418/3000 /content/Kaggle/JPG_test/2bf0535d-e5af-4773-bcb6-022bbc0fe887.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2419/3000 /content/Kaggle/JPG_test/2bf2a8aa-8bc5-409f-a87a-37c99afca3d9.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2420/3000 /content/Kaggle/JPG_test/2bf2fa51-11fe-4b7d-afa1-3b373fa2384d.jpg: 640x640 Done. (0.012s) image 2421/3000 /content/Kaggle/JPG_test/2bf62f44-4770-4e2b-89a8-7ea1b75b5116.jpg: 640x640 Done. (0.012s) image 2422/3000 /content/Kaggle/JPG_test/2bf67143-007c-42e1-b0ef-24176e09a9cc.jpg: 640x640 Done. (0.014s) image 2423/3000 /content/Kaggle/JPG_test/2bf6d427-bdad-4122-9f66-7a1d119cf81b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2424/3000 /content/Kaggle/JPG_test/2bfc6b06-b180-4b11-85b0-e349e470e9ea.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2425/3000 /content/Kaggle/JPG_test/2c0009ad-af3a-47e9-afc8-ccf64caa6597.jpg: 640x640 Done. (0.013s) image 2426/3000 /content/Kaggle/JPG_test/2c04746e-07a9-425a-962f-77373cd87c87.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2427/3000 /content/Kaggle/JPG_test/2c097f0d-c690-4bb2-ae19-cf7cf08a4192.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2428/3000 /content/Kaggle/JPG_test/2c0a9525-08a8-4bb5-b26e-5b5ee15fa2eb.jpg: 640x640 Done. (0.012s) image 2429/3000 /content/Kaggle/JPG_test/2c0aad4a-7618-4254-933f-17c5d64331e3.jpg: 640x640 Done. (0.012s) image 2430/3000 /content/Kaggle/JPG_test/2c0d42af-c948-4939-b0d4-84e9834d6daa.jpg: 640x640 2 pneumonias, Done. (0.011s) image 2431/3000 /content/Kaggle/JPG_test/2c106e49-84cd-4824-a12c-c2e737f31fd7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2432/3000 /content/Kaggle/JPG_test/2c11a41d-b819-4a69-9c77-829045dcda07.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2433/3000 /content/Kaggle/JPG_test/2c14c6b4-985b-4606-b4a6-fe050f011cfc.jpg: 640x640 Done. (0.012s) image 2434/3000 /content/Kaggle/JPG_test/2c177d65-c29d-471e-815d-74bdfad9497a.jpg: 640x640 Done. (0.014s) image 2435/3000 /content/Kaggle/JPG_test/2c18260b-22c7-4f05-9f43-9867ba93b519.jpg: 640x640 Done. (0.012s) image 2436/3000 /content/Kaggle/JPG_test/2c215710-59e9-4d1c-ad71-f39d665e54aa.jpg: 640x640 Done. (0.012s) image 2437/3000 /content/Kaggle/JPG_test/2c2352b7-a303-45cf-b085-3ac46b1e02ff.jpg: 640x640 Done. (0.014s) image 2438/3000 /content/Kaggle/JPG_test/2c23cf15-6954-4ad0-895b-06e4d4090095.jpg: 640x640 Done. (0.015s) image 2439/3000 /content/Kaggle/JPG_test/2c2502ab-8c4c-4142-b7b4-a1b36bf685a0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2440/3000 /content/Kaggle/JPG_test/2c267bbb-7bff-40e9-97c1-b102e9d1fb73.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2441/3000 /content/Kaggle/JPG_test/2c2686b4-0892-443e-a18e-fc60817a7166.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2442/3000 /content/Kaggle/JPG_test/2c2a1ddb-6e71-4c6a-b897-adeab5d88cb0.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2443/3000 /content/Kaggle/JPG_test/2c3127dd-1cd3-4bf6-99fb-08dd4fa7b852.jpg: 640x640 Done. (0.012s) image 2444/3000 /content/Kaggle/JPG_test/2c392528-045f-4ff7-a10a-1a71487f3f17.jpg: 640x640 3 pneumonias, Done. (0.015s) image 2445/3000 /content/Kaggle/JPG_test/2c3fd796-9222-4122-abdc-e9ed268d8055.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2446/3000 /content/Kaggle/JPG_test/2c477c64-f775-4edb-a72b-336aba4cef59.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2447/3000 /content/Kaggle/JPG_test/2c4a669c-c52b-40ab-a687-feda3e7d603b.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2448/3000 /content/Kaggle/JPG_test/2c4d9d50-bb03-4d73-b972-4f9ca8b90661.jpg: 640x640 Done. (0.013s) image 2449/3000 /content/Kaggle/JPG_test/2c4ebbdb-3186-4f09-bf3c-0fea6a085adb.jpg: 640x640 Done. (0.012s) image 2450/3000 /content/Kaggle/JPG_test/2c510ddb-efb1-4e71-801a-07cd5459a73f.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2451/3000 /content/Kaggle/JPG_test/2c5202c8-c08c-4d3b-9131-4697062b76b1.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2452/3000 /content/Kaggle/JPG_test/2c5268ee-0a0d-438a-a5aa-b8255f68e4ff.jpg: 640x640 Done. (0.013s) image 2453/3000 /content/Kaggle/JPG_test/2c543fc5-9506-4853-8643-d9f9b5e8b318.jpg: 640x640 Done. (0.013s) image 2454/3000 /content/Kaggle/JPG_test/2c573f9a-7e56-449a-a585-6105eb563237.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2455/3000 /content/Kaggle/JPG_test/2c57f3c2-af21-40dd-a7b0-16b5c04c419d.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2456/3000 /content/Kaggle/JPG_test/2c5b8ef5-ebed-4b39-91e0-d59ec302503a.jpg: 640x640 3 pneumonias, Done. (0.015s) image 2457/3000 /content/Kaggle/JPG_test/2c5e747a-0a10-4691-bbcc-af76e1c3591e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2458/3000 /content/Kaggle/JPG_test/2c5ecaa4-5235-43e9-8a7f-83b4f62e683a.jpg: 640x640 Done. (0.012s) image 2459/3000 /content/Kaggle/JPG_test/2c5ee3d3-cc8b-4d90-8c50-d55b9ce39d6e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2460/3000 /content/Kaggle/JPG_test/2c61626f-bbbc-4081-950a-e11463990eca.jpg: 640x640 Done. (0.013s) image 2461/3000 /content/Kaggle/JPG_test/2c61bb7e-b4ae-436b-9a71-97daa5c23e87.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2462/3000 /content/Kaggle/JPG_test/2c64542c-4e31-4d4a-8a31-a8947996ca98.jpg: 640x640 Done. (0.013s) image 2463/3000 /content/Kaggle/JPG_test/2c675f6f-eb9c-487e-a89d-a4e071233d72.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2464/3000 /content/Kaggle/JPG_test/2c67a56d-23dc-4277-8d63-ce3fb5afd4b3.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2465/3000 /content/Kaggle/JPG_test/2c6b6907-5c4d-491b-87ec-6814ec4b751b.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2466/3000 /content/Kaggle/JPG_test/2c6c9370-cb38-4745-83bf-12fe68142e20.jpg: 640x640 Done. (0.014s) image 2467/3000 /content/Kaggle/JPG_test/2c75136a-992f-477a-8a51-ee23fed87917.jpg: 640x640 Done. (0.014s) image 2468/3000 /content/Kaggle/JPG_test/2c767923-238e-4355-98f7-140a6111f1f4.jpg: 640x640 Done. (0.013s) image 2469/3000 /content/Kaggle/JPG_test/2c76c5ad-25c6-4987-ab4b-95f425a9dd79.jpg: 640x640 3 pneumonias, Done. (0.012s) image 2470/3000 /content/Kaggle/JPG_test/2c77fe0e-f3d4-4845-89f6-b03ad7ad5138.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2471/3000 /content/Kaggle/JPG_test/2c7a42ba-3b07-4cbf-84f3-0fe7f4379bf2.jpg: 640x640 Done. (0.012s) image 2472/3000 /content/Kaggle/JPG_test/2c803f00-663c-483e-beee-4b8f1f710f9b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2473/3000 /content/Kaggle/JPG_test/2c822697-8fad-4661-9978-94d8a22371e0.jpg: 640x640 Done. (0.012s) image 2474/3000 /content/Kaggle/JPG_test/2c826ec1-41d0-401b-ada3-0f92d194c716.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2475/3000 /content/Kaggle/JPG_test/2c8a875e-7e0e-4137-848c-c39fc7677db5.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2476/3000 /content/Kaggle/JPG_test/2c8e073e-7fcf-4f85-bc54-5b8e03cbf6e1.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2477/3000 /content/Kaggle/JPG_test/2c929ddf-362a-4701-8501-2ee7f6abed22.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2478/3000 /content/Kaggle/JPG_test/2c957bda-4e33-4558-94a7-f911fb2c0944.jpg: 640x640 Done. (0.012s) image 2479/3000 /content/Kaggle/JPG_test/2c96653c-ddeb-419a-ad37-8836eab89773.jpg: 640x640 Done. (0.013s) image 2480/3000 /content/Kaggle/JPG_test/2c97b392-6cc9-489c-a379-92ab76e0df97.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2481/3000 /content/Kaggle/JPG_test/2c9854a0-cac6-411b-8579-986e03ff2e96.jpg: 640x640 Done. (0.012s) image 2482/3000 /content/Kaggle/JPG_test/2c9ff0b6-2ec0-49f6-85f4-54b424c9df7a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2483/3000 /content/Kaggle/JPG_test/2ca90a6d-daed-4b84-881a-f2c804bc8ef5.jpg: 640x640 Done. (0.012s) image 2484/3000 /content/Kaggle/JPG_test/2cafaa81-87f2-40e8-a7df-947de34103b3.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2485/3000 /content/Kaggle/JPG_test/2cb404ed-bb53-42fd-8d53-327073e317eb.jpg: 640x640 Done. (0.013s) image 2486/3000 /content/Kaggle/JPG_test/2cb5895d-53f1-4660-a7fe-53a5aadbceba.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2487/3000 /content/Kaggle/JPG_test/2cbe226e-abd7-4c75-94ab-a4c048c253d2.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2488/3000 /content/Kaggle/JPG_test/2cc5ea9a-77a5-4d7f-9b54-9cc15c496730.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2489/3000 /content/Kaggle/JPG_test/2cc95db5-41a8-47d6-9bee-de5c9490b623.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2490/3000 /content/Kaggle/JPG_test/2cd203a8-a766-4141-a1cb-9c17bd4d8f54.jpg: 640x640 Done. (0.012s) image 2491/3000 /content/Kaggle/JPG_test/2cd2cd73-fc7c-4707-98c7-af9f35494c3b.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2492/3000 /content/Kaggle/JPG_test/2cd87e35-29b6-42cf-99c7-0b6815cce40b.jpg: 640x640 Done. (0.014s) image 2493/3000 /content/Kaggle/JPG_test/2cdd0947-ec15-4210-9abe-3fd3d6cf4729.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2494/3000 /content/Kaggle/JPG_test/2cdd3a1a-75d5-45bb-b8b4-0568cadd3f2b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2495/3000 /content/Kaggle/JPG_test/2ce40417-1531-4101-be24-e85416c812cc.jpg: 640x640 Done. (0.013s) image 2496/3000 /content/Kaggle/JPG_test/2ce59fc7-dba9-4d07-affc-ba7c3bcf6aa3.jpg: 640x640 Done. (0.015s) image 2497/3000 /content/Kaggle/JPG_test/2ce66821-8300-435e-9d63-5f5aad217c3d.jpg: 640x640 Done. (0.014s) image 2498/3000 /content/Kaggle/JPG_test/2ce6fe97-ef28-4368-a1cb-fa5f4c6717f2.jpg: 640x640 Done. (0.012s) image 2499/3000 /content/Kaggle/JPG_test/2ce75763-641d-4901-810b-a7e09580574d.jpg: 640x640 Done. (0.014s) image 2500/3000 /content/Kaggle/JPG_test/2ce9bd15-5511-4fc8-865d-d23ab1321bf8.jpg: 640x640 2 pneumonias, Done. (0.015s) image 2501/3000 /content/Kaggle/JPG_test/2cef1037-2214-4108-ac0b-351e23fa31df.jpg: 640x640 3 pneumonias, Done. (0.013s) image 2502/3000 /content/Kaggle/JPG_test/2cef7047-89ac-4a3b-84c5-9641933c6bd5.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2503/3000 /content/Kaggle/JPG_test/2cef9f7f-788f-4d0a-93ef-e82bba91cfe6.jpg: 640x640 Done. (0.016s) image 2504/3000 /content/Kaggle/JPG_test/2cf1426e-9663-4c08-b37e-960e53f1225f.jpg: 640x640 Done. (0.012s) image 2505/3000 /content/Kaggle/JPG_test/2cf31164-d6db-43c0-beb4-90dd15363216.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2506/3000 /content/Kaggle/JPG_test/2cf52eb6-785e-48e5-ae35-6b40da8d024e.jpg: 640x640 Done. (0.012s) image 2507/3000 /content/Kaggle/JPG_test/2cfa3844-c593-4893-9d82-29f48e32b864.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2508/3000 /content/Kaggle/JPG_test/2cfc1c2d-5de1-45f5-b7a0-d225a6bf186a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2509/3000 /content/Kaggle/JPG_test/2cfd9155-1552-4e11-b87a-4a87eff05057.jpg: 640x640 1 pneumonia, Done. (0.016s) image 2510/3000 /content/Kaggle/JPG_test/2cfda55a-6021-4740-a2cf-89abb2909762.jpg: 640x640 Done. (0.012s) image 2511/3000 /content/Kaggle/JPG_test/2d0cb51a-83ec-42eb-b44e-f7d7cb30ada1.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2512/3000 /content/Kaggle/JPG_test/2d0cb523-9de7-41d3-98a1-d8fcd371e28d.jpg: 640x640 Done. (0.012s) image 2513/3000 /content/Kaggle/JPG_test/2d0f4ad5-a180-4eb9-841b-4a67224c08f7.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2514/3000 /content/Kaggle/JPG_test/2d135c50-4094-4984-a9b6-a55b955773eb.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2515/3000 /content/Kaggle/JPG_test/2d153160-a838-4622-83fb-911078613c99.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2516/3000 /content/Kaggle/JPG_test/2d15cca5-bd2a-433e-9dd4-8f427e81f31a.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2517/3000 /content/Kaggle/JPG_test/2d17ce84-86f9-4153-8d91-3a75ffe303cc.jpg: 640x640 Done. (0.013s) image 2518/3000 /content/Kaggle/JPG_test/2d1adabc-7430-40a7-9728-d556d864d953.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2519/3000 /content/Kaggle/JPG_test/2d1c672f-5583-4dea-aa29-fd0f79d579d2.jpg: 640x640 Done. (0.012s) image 2520/3000 /content/Kaggle/JPG_test/2d22ce36-f92f-49e6-a77e-4ebea9247c21.jpg: 640x640 Done. (0.012s) image 2521/3000 /content/Kaggle/JPG_test/2d23e774-78fc-4c4c-beb5-5504f915dc27.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2522/3000 /content/Kaggle/JPG_test/2d2633d2-b5a5-4f56-901e-6599355cebd4.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2523/3000 /content/Kaggle/JPG_test/2d281227-f786-4bfe-a4b7-f900a2f3d23e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2524/3000 /content/Kaggle/JPG_test/2d284b8b-2c41-4374-b082-db8e3f8cc18c.jpg: 640x640 Done. (0.012s) image 2525/3000 /content/Kaggle/JPG_test/2d29c5d7-cd1e-4fb7-896b-c55b69ca6c96.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2526/3000 /content/Kaggle/JPG_test/2d3442b4-85fb-42b5-a095-9b1fe2c4d371.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2527/3000 /content/Kaggle/JPG_test/2d378bda-1278-49cf-b87e-81bbc4478c14.jpg: 640x640 Done. (0.012s) image 2528/3000 /content/Kaggle/JPG_test/2d37e84a-0e82-4fc4-b20a-de306a63ca67.jpg: 640x640 Done. (0.013s) image 2529/3000 /content/Kaggle/JPG_test/2d3b3772-97ad-466e-a5cb-ab2e5d1ed15c.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2530/3000 /content/Kaggle/JPG_test/2d3cfc9f-d0b7-4c6b-882e-cdde29b92bcf.jpg: 640x640 Done. (0.012s) image 2531/3000 /content/Kaggle/JPG_test/2d4601dc-0937-4865-8f65-9fe572129477.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2532/3000 /content/Kaggle/JPG_test/2d47e0cc-2626-4fd5-81fe-01754ce50a0c.jpg: 640x640 Done. (0.013s) image 2533/3000 /content/Kaggle/JPG_test/2d4a621e-f58b-4a3c-876b-69ddc1c20167.jpg: 640x640 Done. (0.013s) image 2534/3000 /content/Kaggle/JPG_test/2d4d4aae-bbe2-470d-9f9e-886a0ac63ff3.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2535/3000 /content/Kaggle/JPG_test/2d5836dd-1753-4f27-8c73-e6b5a459bbd0.jpg: 640x640 Done. (0.013s) image 2536/3000 /content/Kaggle/JPG_test/2d5d0fc8-314d-41bd-adfd-52f1a1e3cc5c.jpg: 640x640 Done. (0.013s) image 2537/3000 /content/Kaggle/JPG_test/2d5d8ecc-3ee3-4c9b-bb86-3f614a079585.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2538/3000 /content/Kaggle/JPG_test/2d5f9a95-1a11-4471-be50-b6dabf02e310.jpg: 640x640 Done. (0.013s) image 2539/3000 /content/Kaggle/JPG_test/2d65f02d-cb6f-492c-a2fb-6cdb9d562824.jpg: 640x640 Done. (0.013s) image 2540/3000 /content/Kaggle/JPG_test/2d6778ad-3faf-4d8a-9e90-a5aed71ac75e.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2541/3000 /content/Kaggle/JPG_test/2d682b94-2c9d-4bd3-8b59-bbf22616beab.jpg: 640x640 Done. (0.013s) image 2542/3000 /content/Kaggle/JPG_test/2d697b2f-ce2e-403c-88c2-3759da1fe620.jpg: 640x640 Done. (0.012s) image 2543/3000 /content/Kaggle/JPG_test/2d6e1a91-60f1-424e-9512-60f7f12b4f3b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2544/3000 /content/Kaggle/JPG_test/2d6ecd46-1683-46b8-bbe0-2356622a62ea.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2545/3000 /content/Kaggle/JPG_test/2d701694-3c54-450e-a236-46cb724f5679.jpg: 640x640 3 pneumonias, Done. (0.012s) image 2546/3000 /content/Kaggle/JPG_test/2d70844f-b516-43f7-8bdc-a6d56b5c81de.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2547/3000 /content/Kaggle/JPG_test/2d73fa32-ca70-4084-a5eb-952988afd789.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2548/3000 /content/Kaggle/JPG_test/2d74db0e-9a5a-4763-8451-ad653405c3ab.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2549/3000 /content/Kaggle/JPG_test/2d75812d-0a61-4e29-854c-e0ebbb6ff1e0.jpg: 640x640 Done. (0.013s) image 2550/3000 /content/Kaggle/JPG_test/2d76b5ea-17e8-49a9-a342-9daf21a912bb.jpg: 640x640 Done. (0.015s) image 2551/3000 /content/Kaggle/JPG_test/2d77734e-9ccc-47e8-a3bc-eee7c719a271.jpg: 640x640 Done. (0.012s) image 2552/3000 /content/Kaggle/JPG_test/2d7ecb8d-02e1-419e-b924-6dbb2e4bb5ef.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2553/3000 /content/Kaggle/JPG_test/2d7f5392-f56e-413a-9129-fa51a6189d26.jpg: 640x640 Done. (0.012s) image 2554/3000 /content/Kaggle/JPG_test/2d8334fc-2356-4d28-ad50-1bfd79e677e2.jpg: 640x640 2 pneumonias, Done. (0.016s) image 2555/3000 /content/Kaggle/JPG_test/2d8495e4-e8f5-4755-acfb-7b7b68798fe6.jpg: 640x640 Done. (0.012s) image 2556/3000 /content/Kaggle/JPG_test/2d851001-237e-4889-8978-51a7a3826742.jpg: 640x640 Done. (0.012s) image 2557/3000 /content/Kaggle/JPG_test/2d8b52bf-231d-4b4f-8405-6a81a1d19583.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2558/3000 /content/Kaggle/JPG_test/2d907148-70a5-4848-a0da-6f40473deef9.jpg: 640x640 2 pneumonias, Done. (0.016s) image 2559/3000 /content/Kaggle/JPG_test/2d91a1eb-0ad8-483a-af65-e272023c3525.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2560/3000 /content/Kaggle/JPG_test/2d9371c3-2f75-4d9f-8562-6f03aa576f11.jpg: 640x640 Done. (0.013s) image 2561/3000 /content/Kaggle/JPG_test/2d939ac2-7fa6-4016-a1d6-742ff9fb6bbe.jpg: 640x640 2 pneumonias, Done. (0.015s) image 2562/3000 /content/Kaggle/JPG_test/2d958b72-ac2e-4117-86c7-ecffc5fc1f2d.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2563/3000 /content/Kaggle/JPG_test/2d969212-d171-4fd9-9a7d-0109a72962c6.jpg: 640x640 Done. (0.012s) image 2564/3000 /content/Kaggle/JPG_test/2d97e7c4-9d6f-4a59-9f1b-31cde03466e0.jpg: 640x640 Done. (0.013s) image 2565/3000 /content/Kaggle/JPG_test/2d9e909c-bfb6-4360-b65e-d69a3fbd0ba6.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2566/3000 /content/Kaggle/JPG_test/2d9fef3e-7129-469a-97e2-b2637fff3124.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2567/3000 /content/Kaggle/JPG_test/2da4d7c9-ab43-481a-af25-ec20ca66e746.jpg: 640x640 1 pneumonia, Done. (0.017s) image 2568/3000 /content/Kaggle/JPG_test/2da5f2e1-c85d-4a26-bf2b-cbe8fe8e3594.jpg: 640x640 Done. (0.013s) image 2569/3000 /content/Kaggle/JPG_test/2da69f80-c59d-4e4a-b7e5-1d631ef4186b.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2570/3000 /content/Kaggle/JPG_test/2db2a370-977a-4f87-ad51-cca37e5e5b3d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2571/3000 /content/Kaggle/JPG_test/2db3f026-9b97-482b-bc8e-35cb490709fb.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2572/3000 /content/Kaggle/JPG_test/2db40eaa-a8d2-453e-9f06-33e1df95f3b7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2573/3000 /content/Kaggle/JPG_test/2db9ca27-e965-4bcb-bbbd-708eb66625a6.jpg: 640x640 Done. (0.012s) image 2574/3000 /content/Kaggle/JPG_test/2dbac7d7-9100-4861-8e15-fa2adf82c6e3.jpg: 640x640 Done. (0.012s) image 2575/3000 /content/Kaggle/JPG_test/2dbb9a07-6add-43f3-a58b-4f607789b235.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2576/3000 /content/Kaggle/JPG_test/2dc40698-93d3-4310-a9f8-d8ee88cac98f.jpg: 640x640 Done. (0.012s) image 2577/3000 /content/Kaggle/JPG_test/2dc57d64-67fa-4de7-aad4-b1f37f504b96.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2578/3000 /content/Kaggle/JPG_test/2dc8dfb1-33e1-4de6-8e8d-25f203605b22.jpg: 640x640 Done. (0.012s) image 2579/3000 /content/Kaggle/JPG_test/2dcb24a1-d06f-40de-80ba-20e44f233395.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2580/3000 /content/Kaggle/JPG_test/2dcb73d8-07ab-4158-9324-a00bbbdf8093.jpg: 640x640 Done. (0.012s) image 2581/3000 /content/Kaggle/JPG_test/2dd0b928-c0b6-47f3-a1a1-b538e058ed13.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2582/3000 /content/Kaggle/JPG_test/2dd86bb9-61ef-4efd-843b-da1b58ac5092.jpg: 640x640 Done. (0.012s) image 2583/3000 /content/Kaggle/JPG_test/2dda43f4-d50a-459a-9a66-d4639af5416f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2584/3000 /content/Kaggle/JPG_test/2ddba8d4-f2d5-400a-90c1-56bc987363c9.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2585/3000 /content/Kaggle/JPG_test/2dde7f7c-84e3-4a24-a159-353377438e30.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2586/3000 /content/Kaggle/JPG_test/2ddf7620-8dbf-463f-a485-629c5fbfa5af.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2587/3000 /content/Kaggle/JPG_test/2de0740f-d701-4f3b-b91e-abc4ae59baf3.jpg: 640x640 Done. (0.014s) image 2588/3000 /content/Kaggle/JPG_test/2de21def-1d19-4204-8189-6c4ce33a5aec.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2589/3000 /content/Kaggle/JPG_test/2dea221c-84af-4d05-bf37-c29e6aef85e5.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2590/3000 /content/Kaggle/JPG_test/2decd097-e919-4dad-a2cc-a3a6e4062efd.jpg: 640x640 Done. (0.013s) image 2591/3000 /content/Kaggle/JPG_test/2df29894-5303-4050-9b98-a3e0b654b464.jpg: 640x640 Done. (0.012s) image 2592/3000 /content/Kaggle/JPG_test/2dfe35a3-5aef-43d1-9971-98ff5b813601.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2593/3000 /content/Kaggle/JPG_test/2e00f7b7-ea1d-4da8-baa1-ffcbcc60be8d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2594/3000 /content/Kaggle/JPG_test/2e03e987-0877-4c41-93b9-a7f3bc74aec6.jpg: 640x640 Done. (0.013s) image 2595/3000 /content/Kaggle/JPG_test/2e08f9cb-6e35-45bd-9f8c-ff85f76c70b7.jpg: 640x640 Done. (0.018s) image 2596/3000 /content/Kaggle/JPG_test/2e0ab721-5b64-424c-b96e-1f945717e28b.jpg: 640x640 Done. (0.012s) image 2597/3000 /content/Kaggle/JPG_test/2e0ad52f-7fd0-49d2-b320-f89198f19823.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2598/3000 /content/Kaggle/JPG_test/2e0b62fd-fdff-4038-a06a-188d2a3aa8e3.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2599/3000 /content/Kaggle/JPG_test/2e0ee049-6ece-48ef-9399-689fa7ab780e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2600/3000 /content/Kaggle/JPG_test/2e0efeb1-5529-4b3b-b2fe-3e3e0aee0f2f.jpg: 640x640 Done. (0.012s) image 2601/3000 /content/Kaggle/JPG_test/2e1220d7-1c72-4afa-881e-5380d356bca8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2602/3000 /content/Kaggle/JPG_test/2e164bb0-2b22-4ef4-954a-8e748a2ef263.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2603/3000 /content/Kaggle/JPG_test/2e18279e-0068-4ef2-9c10-8bbb6fc9272e.jpg: 640x640 Done. (0.013s) image 2604/3000 /content/Kaggle/JPG_test/2e194355-bbe5-4755-a828-bf4e3710d5de.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2605/3000 /content/Kaggle/JPG_test/2e1a4630-2cd8-4dae-b867-6628b2aa1939.jpg: 640x640 Done. (0.014s) image 2606/3000 /content/Kaggle/JPG_test/2e1d6a10-2b80-4912-82aa-1f97bec211ff.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2607/3000 /content/Kaggle/JPG_test/2e1de52d-7796-4c25-b972-e2712fca6e7e.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2608/3000 /content/Kaggle/JPG_test/2e1f64dc-4b8f-4cfb-950d-800abdbc833e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2609/3000 /content/Kaggle/JPG_test/2e26ac7e-9271-4819-a86d-6139d6ceedb7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2610/3000 /content/Kaggle/JPG_test/2e27d646-1edc-4bb6-80e7-dc425c69f133.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2611/3000 /content/Kaggle/JPG_test/2e33d9dd-2803-45f0-878b-d0e29cb90459.jpg: 640x640 Done. (0.012s) image 2612/3000 /content/Kaggle/JPG_test/2e34e10c-62b2-48b0-bd44-ccb690b3f461.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2613/3000 /content/Kaggle/JPG_test/2e34f8a5-9ac6-4ecd-adc2-8bc821c7560d.jpg: 640x640 3 pneumonias, Done. (0.011s) image 2614/3000 /content/Kaggle/JPG_test/2e3ecfed-036f-4e83-97a2-e25a64e525cc.jpg: 640x640 1 pneumonia, Done. (0.011s) image 2615/3000 /content/Kaggle/JPG_test/2e3f9604-6f57-4332-90cf-5aae2081e36d.jpg: 640x640 2 pneumonias, Done. (0.016s) image 2616/3000 /content/Kaggle/JPG_test/2e3ffe3a-dcf5-4b51-adbe-513faf17be4b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2617/3000 /content/Kaggle/JPG_test/2e459d59-a093-4e75-bf90-6d561881b167.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2618/3000 /content/Kaggle/JPG_test/2e463db6-45b1-4670-b207-78ddbf96e7aa.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2619/3000 /content/Kaggle/JPG_test/2e4a1318-c21b-462e-a387-6d77222b99af.jpg: 640x640 Done. (0.012s) image 2620/3000 /content/Kaggle/JPG_test/2e4e7205-8ffc-4b26-bf0d-8e5864b7238c.jpg: 640x640 Done. (0.012s) image 2621/3000 /content/Kaggle/JPG_test/2e4e79b7-004b-436b-81fe-0fe90f29fb65.jpg: 640x640 2 pneumonias, Done. (0.015s) image 2622/3000 /content/Kaggle/JPG_test/2e4fecfe-a70e-4316-b964-db2750c9cb5d.jpg: 640x640 Done. (0.011s) image 2623/3000 /content/Kaggle/JPG_test/2e523af9-ce17-4d76-bf38-8e9c075e0474.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2624/3000 /content/Kaggle/JPG_test/2e537ba4-d7ba-468e-8e7f-6a20432ef64a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2625/3000 /content/Kaggle/JPG_test/2e54219c-2697-4e07-ae76-da8f776130ee.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2626/3000 /content/Kaggle/JPG_test/2e55da7d-3425-4ab0-8648-ba4bed7d95f6.jpg: 640x640 Done. (0.013s) image 2627/3000 /content/Kaggle/JPG_test/2e5ab719-7447-4d3f-95f8-5ed5c8c736a1.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2628/3000 /content/Kaggle/JPG_test/2e5af9e1-d540-4ee5-8102-aeff3c69026e.jpg: 640x640 Done. (0.013s) image 2629/3000 /content/Kaggle/JPG_test/2e600572-801d-40be-a6aa-627baad344dd.jpg: 640x640 Done. (0.015s) image 2630/3000 /content/Kaggle/JPG_test/2e6738e9-cda3-47a5-9975-6c5dc4ca6c63.jpg: 640x640 Done. (0.013s) image 2631/3000 /content/Kaggle/JPG_test/2e696db4-4fe7-4de8-a4ae-ac4cf76e2c03.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2632/3000 /content/Kaggle/JPG_test/2e69c952-c3a8-492e-aa98-c3a8de18dc09.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2633/3000 /content/Kaggle/JPG_test/2e6c2b9c-a7a1-4e6f-81f8-2e6d07490c1f.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2634/3000 /content/Kaggle/JPG_test/2e74f5a7-5959-4b0b-87ea-18b0fa308e7e.jpg: 640x640 Done. (0.013s) image 2635/3000 /content/Kaggle/JPG_test/2e83ea2a-a296-4a5d-8553-e2a0a4b5f46b.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2636/3000 /content/Kaggle/JPG_test/2e83f620-a0f5-429a-8d9d-50bc1de47c3c.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2637/3000 /content/Kaggle/JPG_test/2e89f38d-5f51-46ba-b887-c17a6f1e3741.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2638/3000 /content/Kaggle/JPG_test/2e929adc-551d-426c-a25d-2d767ccb0c18.jpg: 640x640 Done. (0.012s) image 2639/3000 /content/Kaggle/JPG_test/2e93fff9-dab8-410b-9c44-48e023b0f686.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2640/3000 /content/Kaggle/JPG_test/2e99fed9-1d35-4c12-8f24-7d2be66e2a38.jpg: 640x640 Done. (0.012s) image 2641/3000 /content/Kaggle/JPG_test/2ea0e3dd-d671-42d0-b5db-0d73c79b4b82.jpg: 640x640 Done. (0.013s) image 2642/3000 /content/Kaggle/JPG_test/2ea1ed2d-6423-4948-9a11-ed9f2132b881.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2643/3000 /content/Kaggle/JPG_test/2ea32c58-de2a-4085-bd7c-7b158bd681c8.jpg: 640x640 Done. (0.012s) image 2644/3000 /content/Kaggle/JPG_test/2ea6243d-2c01-4efc-8111-e197b8e0ab8f.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2645/3000 /content/Kaggle/JPG_test/2ea8264d-3d10-4ac9-931a-1119b2d053ca.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2646/3000 /content/Kaggle/JPG_test/2eaa9b6b-9bbc-43e5-9e30-86fc78906e6b.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2647/3000 /content/Kaggle/JPG_test/2eaaa116-9983-46e9-bb80-a5f8dd3727f3.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2648/3000 /content/Kaggle/JPG_test/2eb07f02-299d-4c51-abd1-8d6f6486f5f4.jpg: 640x640 Done. (0.012s) image 2649/3000 /content/Kaggle/JPG_test/2ebc2dbb-9603-48b0-8cf1-20c087cebb4d.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2650/3000 /content/Kaggle/JPG_test/2ebe84cc-f15a-485a-ab05-e42c8f8d2a1d.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2651/3000 /content/Kaggle/JPG_test/2ebf08b7-83db-453f-bba8-9abc4caaacd1.jpg: 640x640 Done. (0.015s) image 2652/3000 /content/Kaggle/JPG_test/2ebff610-133d-4eca-bda5-deecf5aa1417.jpg: 640x640 Done. (0.012s) image 2653/3000 /content/Kaggle/JPG_test/2ecabfca-75b9-4874-9b30-3a5b1b42b2cd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2654/3000 /content/Kaggle/JPG_test/2ecb147c-cd0c-44e5-8407-d77faae38ad8.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2655/3000 /content/Kaggle/JPG_test/2ecedf16-2d48-40cb-9dc8-04eafb81dd39.jpg: 640x640 Done. (0.013s) image 2656/3000 /content/Kaggle/JPG_test/2ed227d4-4374-4a16-a835-73edf92a9d3f.jpg: 640x640 Done. (0.013s) image 2657/3000 /content/Kaggle/JPG_test/2ed254c5-9431-47d8-b10d-3b5f4593e65d.jpg: 640x640 1 pneumonia, Done. (0.016s) image 2658/3000 /content/Kaggle/JPG_test/2eda18e3-c271-4085-a599-92dda93b2b1f.jpg: 640x640 Done. (0.013s) image 2659/3000 /content/Kaggle/JPG_test/2eda3822-959f-40b7-8547-04b62705066e.jpg: 640x640 Done. (0.013s) image 2660/3000 /content/Kaggle/JPG_test/2ee5e42f-f14c-4af2-b04d-631c27674dae.jpg: 640x640 Done. (0.013s) image 2661/3000 /content/Kaggle/JPG_test/2ee66cfa-c3e2-4328-9182-1b14b801f5b6.jpg: 640x640 Done. (0.015s) image 2662/3000 /content/Kaggle/JPG_test/2ee770a4-6c15-42ab-9c14-ad37ac54e983.jpg: 640x640 Done. (0.013s) image 2663/3000 /content/Kaggle/JPG_test/2ee93122-72e6-4568-8f46-d1454d6ffe1a.jpg: 640x640 Done. (0.013s) image 2664/3000 /content/Kaggle/JPG_test/2ee9ce4f-c752-47cd-98dc-87017c6745f8.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2665/3000 /content/Kaggle/JPG_test/2eec3d8b-5153-4e45-a1e8-345ffcfea1a0.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2666/3000 /content/Kaggle/JPG_test/2ef4f132-0eaa-40fe-b73d-69636e5ded35.jpg: 640x640 Done. (0.012s) image 2667/3000 /content/Kaggle/JPG_test/2ef5f49e-a679-4504-95ae-4499868bd5d4.jpg: 640x640 Done. (0.015s) image 2668/3000 /content/Kaggle/JPG_test/2ef94893-26cc-40b0-b6fc-abd9384a3fdb.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2669/3000 /content/Kaggle/JPG_test/2efb2937-67a5-4e5b-afca-9e42be5b7c87.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2670/3000 /content/Kaggle/JPG_test/2efce836-c584-4c12-99ef-399c4b08a894.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2671/3000 /content/Kaggle/JPG_test/2efd4438-6385-4c97-8869-82c83e739756.jpg: 640x640 Done. (0.013s) image 2672/3000 /content/Kaggle/JPG_test/2efdecc5-1b2a-48cf-8cf7-1f736bbbfd75.jpg: 640x640 Done. (0.013s) image 2673/3000 /content/Kaggle/JPG_test/2f01bcc0-b142-45ae-acf5-6090386f714a.jpg: 640x640 1 pneumonia, Done. (0.018s) image 2674/3000 /content/Kaggle/JPG_test/2f03499e-96e3-4f52-9e96-495d40775aa9.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2675/3000 /content/Kaggle/JPG_test/2f05627f-60eb-4a46-85d5-69b8c0391643.jpg: 640x640 Done. (0.012s) image 2676/3000 /content/Kaggle/JPG_test/2f0e3cf6-b2cd-4e6b-834a-38463ad413da.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2677/3000 /content/Kaggle/JPG_test/2f12b716-4c79-42d2-86cf-d1954ccef413.jpg: 640x640 Done. (0.012s) image 2678/3000 /content/Kaggle/JPG_test/2f12f186-c7e8-4799-b351-e1f32ede9cda.jpg: 640x640 Done. (0.013s) image 2679/3000 /content/Kaggle/JPG_test/2f14988a-2252-47ca-b6bd-a7561ef5520d.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2680/3000 /content/Kaggle/JPG_test/2f166fe5-26d7-421e-9c42-4b2e805cdb96.jpg: 640x640 Done. (0.013s) image 2681/3000 /content/Kaggle/JPG_test/2f235782-b322-4685-b644-e96dc480f0d7.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2682/3000 /content/Kaggle/JPG_test/2f279550-0173-4db1-a57b-c1af4ce6060a.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2683/3000 /content/Kaggle/JPG_test/2f27d72f-4e93-482c-b52e-d15db6e66d9a.jpg: 640x640 Done. (0.012s) image 2684/3000 /content/Kaggle/JPG_test/2f2b1aef-a998-4a84-a2d7-dac703bee754.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2685/3000 /content/Kaggle/JPG_test/2f33cb7e-b6e9-46ad-b8b1-d59494bcc1d6.jpg: 640x640 3 pneumonias, Done. (0.013s) image 2686/3000 /content/Kaggle/JPG_test/2f3d1b45-e5fd-462e-b52c-502926a00839.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2687/3000 /content/Kaggle/JPG_test/2f3f043d-d8f2-40f2-a163-aa0f499804e8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2688/3000 /content/Kaggle/JPG_test/2f4562a7-ec65-4a86-8cc4-2fd276a62332.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2689/3000 /content/Kaggle/JPG_test/2f4d3c32-1bd2-4fa9-807f-6461601cc7c0.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2690/3000 /content/Kaggle/JPG_test/2f4dcc33-3ccc-41ca-8b33-9db707891518.jpg: 640x640 Done. (0.012s) image 2691/3000 /content/Kaggle/JPG_test/2f4f2cc7-367c-4cb0-828f-0140bd7f65a8.jpg: 640x640 Done. (0.012s) image 2692/3000 /content/Kaggle/JPG_test/2f51fab1-8b63-4620-a888-fdb75f3e5388.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2693/3000 /content/Kaggle/JPG_test/2f589606-445c-4933-a766-fcba79020784.jpg: 640x640 Done. (0.013s) image 2694/3000 /content/Kaggle/JPG_test/2f5a23ae-f66e-4205-8c60-8da654adbab5.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2695/3000 /content/Kaggle/JPG_test/2f5e84c1-2060-433a-8184-493e8d1f22b7.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2696/3000 /content/Kaggle/JPG_test/2f612e6c-474d-474a-875d-f227a78911cc.jpg: 640x640 Done. (0.012s) image 2697/3000 /content/Kaggle/JPG_test/2f646733-0892-48e4-a5d3-1bf84c892052.jpg: 640x640 3 pneumonias, Done. (0.012s) image 2698/3000 /content/Kaggle/JPG_test/2f659e67-f1fc-42db-be6c-45fdf86e23c7.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2699/3000 /content/Kaggle/JPG_test/2f66dd10-b3f9-4efe-b6f1-25daa01b0668.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2700/3000 /content/Kaggle/JPG_test/2f6abbc6-0f2a-4951-9eae-10b784fd74b7.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2701/3000 /content/Kaggle/JPG_test/2f6ca235-d1f3-4a84-9f4a-645f9b536672.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2702/3000 /content/Kaggle/JPG_test/2f6d1947-0c1d-43fd-8c32-809f8d7da390.jpg: 640x640 Done. (0.014s) image 2703/3000 /content/Kaggle/JPG_test/2f72b057-b2bd-4235-a012-41b38a34618e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2704/3000 /content/Kaggle/JPG_test/2f74122a-a4be-4e22-a8bc-ea8e693dff4a.jpg: 640x640 Done. (0.015s) image 2705/3000 /content/Kaggle/JPG_test/2f74b11c-e4b0-4142-b150-dec87d0bfaef.jpg: 640x640 Done. (0.012s) image 2706/3000 /content/Kaggle/JPG_test/2f7a2252-615c-46e3-b800-2f300ade9916.jpg: 640x640 Done. (0.013s) image 2707/3000 /content/Kaggle/JPG_test/2f7af3e2-497b-4e8b-98c9-f1a26ea995e7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2708/3000 /content/Kaggle/JPG_test/2f83b12a-4c13-40c0-bbad-4f5392e38f59.jpg: 640x640 2 pneumonias, Done. (0.017s) image 2709/3000 /content/Kaggle/JPG_test/2f8774be-65d0-4583-b51b-3542b040ad30.jpg: 640x640 Done. (0.013s) image 2710/3000 /content/Kaggle/JPG_test/2f9119ab-038b-4657-a4aa-d6e83dcb6800.jpg: 640x640 Done. (0.012s) image 2711/3000 /content/Kaggle/JPG_test/2f92f9c5-0a5f-4905-80cf-5bb762e6465e.jpg: 640x640 Done. (0.012s) image 2712/3000 /content/Kaggle/JPG_test/2f98a34f-f901-4c3b-8861-492918155dc7.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2713/3000 /content/Kaggle/JPG_test/2f9a56fb-377a-4578-8944-3232679e8342.jpg: 640x640 Done. (0.012s) image 2714/3000 /content/Kaggle/JPG_test/2f9bfecb-2f3d-4a23-b112-060db48248a8.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2715/3000 /content/Kaggle/JPG_test/2f9fc03f-4ee7-41f8-b072-3c5f3f4e90e2.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2716/3000 /content/Kaggle/JPG_test/2f9ffa0e-5c1d-4d36-beb8-8e6d0b6a817a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2717/3000 /content/Kaggle/JPG_test/2fa0a5b1-4be4-4bb9-a4a7-1d9989afdbf6.jpg: 640x640 Done. (0.012s) image 2718/3000 /content/Kaggle/JPG_test/2fa60d06-2183-4145-856a-29600b8b0013.jpg: 640x640 Done. (0.014s) image 2719/3000 /content/Kaggle/JPG_test/2fa863e7-65e0-4808-a1c2-5e15b8157470.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2720/3000 /content/Kaggle/JPG_test/2fad6fb0-9611-4fed-9095-38b20d0c7511.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2721/3000 /content/Kaggle/JPG_test/2fb08ec8-48b2-4a8a-bfba-834fcc728451.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2722/3000 /content/Kaggle/JPG_test/2fb162af-ea85-446e-bdf9-c84d49a78f6f.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2723/3000 /content/Kaggle/JPG_test/2fbac962-a13e-46d6-b924-57c5e089fd15.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2724/3000 /content/Kaggle/JPG_test/2fbceaa4-7df5-499c-bab7-f7f75f56a817.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2725/3000 /content/Kaggle/JPG_test/2fc24a0e-4768-41d3-baae-711077d5bcc0.jpg: 640x640 Done. (0.012s) image 2726/3000 /content/Kaggle/JPG_test/2fc5d25d-d8ba-4c44-be7d-a665911d2191.jpg: 640x640 Done. (0.012s) image 2727/3000 /content/Kaggle/JPG_test/2fcba0c2-b470-4d23-8701-f4d2fdfd700f.jpg: 640x640 Done. (0.012s) image 2728/3000 /content/Kaggle/JPG_test/2fcda80a-628d-48fa-929f-60d097e468b3.jpg: 640x640 Done. (0.013s) image 2729/3000 /content/Kaggle/JPG_test/2fce36f6-ab50-440f-a2e0-3960d88ac2b5.jpg: 640x640 Done. (0.012s) image 2730/3000 /content/Kaggle/JPG_test/2fd17ea9-5654-4632-9dd3-a9ec6c81aaf4.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2731/3000 /content/Kaggle/JPG_test/2fd4507e-c4a3-432f-a8b8-03fe70f51eb6.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2732/3000 /content/Kaggle/JPG_test/2fd63c75-dff0-4bb1-af53-4def325d6a01.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2733/3000 /content/Kaggle/JPG_test/2fe24433-b547-4f79-819c-a0afa5cd2409.jpg: 640x640 Done. (0.012s) image 2734/3000 /content/Kaggle/JPG_test/2fe3ba48-ce4d-42a4-8eda-99e3eb40d5fe.jpg: 640x640 Done. (0.018s) image 2735/3000 /content/Kaggle/JPG_test/2fe44d47-5ec2-48e5-bcfc-7376a0bad13f.jpg: 640x640 Done. (0.013s) image 2736/3000 /content/Kaggle/JPG_test/2fe866d8-0cc2-4f04-a6ef-40b4830813fc.jpg: 640x640 Done. (0.012s) image 2737/3000 /content/Kaggle/JPG_test/2feb78d1-e0e0-42d5-a7a8-ef42e655bcac.jpg: 640x640 Done. (0.012s) image 2738/3000 /content/Kaggle/JPG_test/2fed3ad3-93c2-4700-b297-451313082bca.jpg: 640x640 Done. (0.014s) image 2739/3000 /content/Kaggle/JPG_test/2fed6de4-af54-4b45-a188-17ac855a7360.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2740/3000 /content/Kaggle/JPG_test/2ff454af-772a-460a-9b9e-2c6ceadbf0b6.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2741/3000 /content/Kaggle/JPG_test/2ff6f390-1e4c-489e-91ac-6b18448a08db.jpg: 640x640 3 pneumonias, Done. (0.012s) image 2742/3000 /content/Kaggle/JPG_test/2ff722c0-839c-4a62-b695-503f776f205e.jpg: 640x640 Done. (0.012s) image 2743/3000 /content/Kaggle/JPG_test/2ff95f9e-bada-492a-8e17-ccec1781b9e7.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2744/3000 /content/Kaggle/JPG_test/2ff9e61f-1666-4ea2-b649-66ba3d71377e.jpg: 640x640 Done. (0.016s) image 2745/3000 /content/Kaggle/JPG_test/2ffaa0b8-bef3-456b-ac73-e4d88073c3b8.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2746/3000 /content/Kaggle/JPG_test/2ffcb353-6d57-4242-bd0f-7840d55a8906.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2747/3000 /content/Kaggle/JPG_test/2ffe2cf7-5d2d-47cf-b5ec-399afe023b0f.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2748/3000 /content/Kaggle/JPG_test/30045189-e13e-4fb1-9814-f79d9ac703dd.jpg: 640x640 Done. (0.012s) image 2749/3000 /content/Kaggle/JPG_test/300ed19d-d398-4e56-b131-555f3a9a4017.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2750/3000 /content/Kaggle/JPG_test/301bce09-ee2c-45a0-9e33-89763a7bdc61.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2751/3000 /content/Kaggle/JPG_test/301fa177-ac7e-4d1e-88f7-b6e51d54cfe8.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2752/3000 /content/Kaggle/JPG_test/302451eb-3ff4-40a4-ae2a-e37ebf8b6d4e.jpg: 640x640 Done. (0.012s) image 2753/3000 /content/Kaggle/JPG_test/3024f1ab-d681-4432-a5c9-8ce3dd27073a.jpg: 640x640 Done. (0.016s) image 2754/3000 /content/Kaggle/JPG_test/302c4757-0a14-41bc-8ada-0798742239bd.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2755/3000 /content/Kaggle/JPG_test/302cedca-3fa5-4110-b1ac-8075af374d81.jpg: 640x640 Done. (0.013s) image 2756/3000 /content/Kaggle/JPG_test/302d8a19-5868-4286-be5d-a9be0b7310c1.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2757/3000 /content/Kaggle/JPG_test/302d9dca-10d7-4901-a1ac-c6e4dbc080e7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2758/3000 /content/Kaggle/JPG_test/302e3d7e-da8a-4a3b-99db-df8bb659a770.jpg: 640x640 Done. (0.012s) image 2759/3000 /content/Kaggle/JPG_test/302e7d89-c44d-49b1-805f-39e111755975.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2760/3000 /content/Kaggle/JPG_test/30357021-6800-46cc-88e7-267c5c9fbaa2.jpg: 640x640 Done. (0.014s) image 2761/3000 /content/Kaggle/JPG_test/3036896f-9a42-4e66-a745-4fa2a428ef7d.jpg: 640x640 Done. (0.013s) image 2762/3000 /content/Kaggle/JPG_test/303744cf-63d4-4c7b-aa5e-30b50c66ef35.jpg: 640x640 Done. (0.013s) image 2763/3000 /content/Kaggle/JPG_test/30384474-2ef9-4cd9-813f-4c5559c18e1a.jpg: 640x640 Done. (0.013s) image 2764/3000 /content/Kaggle/JPG_test/30388b30-3486-4269-b050-2f48d973e358.jpg: 640x640 Done. (0.013s) image 2765/3000 /content/Kaggle/JPG_test/3038ffea-6002-410e-86ec-f59a5a306526.jpg: 640x640 Done. (0.013s) image 2766/3000 /content/Kaggle/JPG_test/30397630-0cab-4ce3-a038-13fa7cd94b71.jpg: 640x640 Done. (0.012s) image 2767/3000 /content/Kaggle/JPG_test/303c255f-fdf9-414e-8463-4b799f5839c4.jpg: 640x640 Done. (0.013s) image 2768/3000 /content/Kaggle/JPG_test/30446bad-6b8c-4067-a008-6730efa1da5b.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2769/3000 /content/Kaggle/JPG_test/30451f0f-6692-4633-b234-94ae2b5960de.jpg: 640x640 Done. (0.013s) image 2770/3000 /content/Kaggle/JPG_test/30494056-3e98-4094-a546-1f60650a73fe.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2771/3000 /content/Kaggle/JPG_test/304d9302-cbbb-4026-89e7-7df7da41e422.jpg: 640x640 2 pneumonias, Done. (0.015s) image 2772/3000 /content/Kaggle/JPG_test/3052367c-ccde-434d-9ed0-2d5f364e4b04.jpg: 640x640 Done. (0.015s) image 2773/3000 /content/Kaggle/JPG_test/30541a5b-fe0a-44eb-b031-ccc3085b7f7f.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2774/3000 /content/Kaggle/JPG_test/3056555e-cd00-4d98-b02d-43f3097a6c3a.jpg: 640x640 Done. (0.014s) image 2775/3000 /content/Kaggle/JPG_test/305693d4-6acb-4bf0-90be-4ff2a218689f.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2776/3000 /content/Kaggle/JPG_test/306046b1-6d19-42f0-8cde-98c84f923afa.jpg: 640x640 Done. (0.013s) image 2777/3000 /content/Kaggle/JPG_test/306da180-4249-4659-9ea6-1c2ed1455668.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2778/3000 /content/Kaggle/JPG_test/306e457e-bc71-465a-955b-f8e6b8f3ccd4.jpg: 640x640 Done. (0.013s) image 2779/3000 /content/Kaggle/JPG_test/306f9134-2913-4da1-bf7a-36873b83d5ec.jpg: 640x640 Done. (0.013s) image 2780/3000 /content/Kaggle/JPG_test/30737dbd-5bd3-42e0-b30f-0ac1c2901797.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2781/3000 /content/Kaggle/JPG_test/307411ff-1d18-4fac-acec-bcf02ba27c0b.jpg: 640x640 Done. (0.013s) image 2782/3000 /content/Kaggle/JPG_test/3077ddd3-b069-4e72-a06a-b6edcf06bd99.jpg: 640x640 Done. (0.013s) image 2783/3000 /content/Kaggle/JPG_test/30805bae-d556-49aa-822c-89b93b919f47.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2784/3000 /content/Kaggle/JPG_test/3082c117-cc8a-4bc3-8aaf-2ed602d0810c.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2785/3000 /content/Kaggle/JPG_test/30867665-1918-4b21-b3d4-b9772a918fdb.jpg: 640x640 Done. (0.015s) image 2786/3000 /content/Kaggle/JPG_test/30875d7d-8fb0-4055-9df6-700d9c579452.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2787/3000 /content/Kaggle/JPG_test/308bc6d6-3d67-45ea-9764-2b1fc6bd2244.jpg: 640x640 Done. (0.013s) image 2788/3000 /content/Kaggle/JPG_test/308d1be1-7a4a-460f-8429-0e02f1ca51fd.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2789/3000 /content/Kaggle/JPG_test/3090e21b-706b-4ddb-b730-a5276b953bd7.jpg: 640x640 Done. (0.013s) image 2790/3000 /content/Kaggle/JPG_test/30956603-11a9-49cb-a5e6-8b8ad18b9b13.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2791/3000 /content/Kaggle/JPG_test/309c1bc5-eec3-478d-9dd5-e5fbc34c057d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2792/3000 /content/Kaggle/JPG_test/309f4a7b-5687-47c7-ae62-90ac57a08e5f.jpg: 640x640 Done. (0.013s) image 2793/3000 /content/Kaggle/JPG_test/30a3b04b-6164-40ac-9361-b0beb0ffe663.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2794/3000 /content/Kaggle/JPG_test/30a4932f-d7b3-4727-b0bc-72605b530913.jpg: 640x640 Done. (0.013s) image 2795/3000 /content/Kaggle/JPG_test/30a5ec6a-ca1d-4125-acad-92d3474dc5bd.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2796/3000 /content/Kaggle/JPG_test/30a6bd84-033f-41be-a322-94c88cc6461c.jpg: 640x640 Done. (0.013s) image 2797/3000 /content/Kaggle/JPG_test/30ab8c8e-d840-48af-b59b-f8eb77060419.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2798/3000 /content/Kaggle/JPG_test/30b58949-65e7-425c-8fd6-ddf3f8e5e055.jpg: 640x640 Done. (0.013s) image 2799/3000 /content/Kaggle/JPG_test/30b596fe-fdf8-404c-9d3c-11341fd91ee5.jpg: 640x640 Done. (0.013s) image 2800/3000 /content/Kaggle/JPG_test/30b8ba34-b0b3-4def-8b28-a169221d755c.jpg: 640x640 Done. (0.013s) image 2801/3000 /content/Kaggle/JPG_test/30bfb4b0-f852-4ae8-9aff-d89a6987facb.jpg: 640x640 Done. (0.013s) image 2802/3000 /content/Kaggle/JPG_test/30c01a73-7be5-49ab-8774-bf090f053d1a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2803/3000 /content/Kaggle/JPG_test/30c0a304-f309-422d-afed-b5614565206c.jpg: 640x640 Done. (0.013s) image 2804/3000 /content/Kaggle/JPG_test/30c0fddd-fda9-4889-8e7b-b13602c6d1b2.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2805/3000 /content/Kaggle/JPG_test/30c8b24b-4a43-40fd-9d71-bb2eea4fa1b8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2806/3000 /content/Kaggle/JPG_test/30cd501c-1bbb-4258-8f4b-526e085f2353.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2807/3000 /content/Kaggle/JPG_test/30d9a35f-3297-4a8f-8906-ce6f95da218d.jpg: 640x640 2 pneumonias, Done. (0.016s) image 2808/3000 /content/Kaggle/JPG_test/30d9afef-c6e5-4dc2-9d44-604b98b435d6.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2809/3000 /content/Kaggle/JPG_test/30daead5-b84a-47ad-b055-41d887b2ea38.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2810/3000 /content/Kaggle/JPG_test/30dbf3fd-feab-4a36-b42c-c044ec13a9a9.jpg: 640x640 Done. (0.013s) image 2811/3000 /content/Kaggle/JPG_test/30deb7c5-090a-49a7-a00d-a8f65ba96af2.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2812/3000 /content/Kaggle/JPG_test/30e1dc40-c72a-45bd-b754-d6054da69eee.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2813/3000 /content/Kaggle/JPG_test/30e28d63-56f1-46c9-8cd5-42f821342cf1.jpg: 640x640 Done. (0.013s) image 2814/3000 /content/Kaggle/JPG_test/30e2f3c5-3315-46cf-ac57-b1ad8bb32f9a.jpg: 640x640 Done. (0.014s) image 2815/3000 /content/Kaggle/JPG_test/30e2f478-cb79-42db-adf4-18498894a668.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2816/3000 /content/Kaggle/JPG_test/30e36566-9754-48eb-af84-456454c076d1.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2817/3000 /content/Kaggle/JPG_test/30e38475-ba3a-40f2-976f-b73908861f3f.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2818/3000 /content/Kaggle/JPG_test/30e45e69-0bea-4f2d-a0d8-c84c641b9f0b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2819/3000 /content/Kaggle/JPG_test/30ec2070-83bc-4698-8913-9ec89516940e.jpg: 640x640 Done. (0.013s) image 2820/3000 /content/Kaggle/JPG_test/30ed769a-8105-47a0-8d1a-4692f5df5fad.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2821/3000 /content/Kaggle/JPG_test/30ef1119-d75f-4504-b472-a8fd612388aa.jpg: 640x640 Done. (0.015s) image 2822/3000 /content/Kaggle/JPG_test/30f042ff-13e4-4f89-be48-8d7ed8618ebd.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2823/3000 /content/Kaggle/JPG_test/30f09a8d-c8d2-416f-86cf-b56f5c99ea07.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2824/3000 /content/Kaggle/JPG_test/30f45cbe-06c1-4d04-aabf-89c46b85b12b.jpg: 640x640 Done. (0.013s) image 2825/3000 /content/Kaggle/JPG_test/30fe50ee-4108-42fe-8dfd-27b1e61dccf0.jpg: 640x640 Done. (0.013s) image 2826/3000 /content/Kaggle/JPG_test/3100902c-f278-4730-8edf-1c1d6fc2f491.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2827/3000 /content/Kaggle/JPG_test/31023556-644d-4c1a-9a94-fef5c5f52782.jpg: 640x640 1 pneumonia, Done. (0.016s) image 2828/3000 /content/Kaggle/JPG_test/310a54ff-adc2-421e-9478-6f16c814aa20.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2829/3000 /content/Kaggle/JPG_test/310cda77-3c07-4630-b4be-663fde5a6db5.jpg: 640x640 Done. (0.013s) image 2830/3000 /content/Kaggle/JPG_test/310d7a3d-488e-4abb-aee2-051361807739.jpg: 640x640 4 pneumonias, Done. (0.013s) image 2831/3000 /content/Kaggle/JPG_test/310ec695-c874-453f-85b2-d02162fee735.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2832/3000 /content/Kaggle/JPG_test/31102373-7949-462d-bb5c-58d2ba6afed4.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2833/3000 /content/Kaggle/JPG_test/311107a4-d6d8-495a-bf9a-5bb83cb0ea56.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2834/3000 /content/Kaggle/JPG_test/31158084-0b59-4f9d-8309-d7254c6ec915.jpg: 640x640 Done. (0.012s) image 2835/3000 /content/Kaggle/JPG_test/3118dca6-06f0-4e04-9274-e75b78b3098a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2836/3000 /content/Kaggle/JPG_test/311bcc53-3b2a-4744-b34e-0b4275bfaab3.jpg: 640x640 Done. (0.013s) image 2837/3000 /content/Kaggle/JPG_test/311d7a49-5733-4dd6-9332-e046bf107f8b.jpg: 640x640 Done. (0.013s) image 2838/3000 /content/Kaggle/JPG_test/311db5d7-eec8-456e-b6cc-5c078dce0bed.jpg: 640x640 Done. (0.013s) image 2839/3000 /content/Kaggle/JPG_test/3121b0e5-ba65-46b8-ab40-49f94fba7078.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2840/3000 /content/Kaggle/JPG_test/3129f567-c659-42f8-b4e1-8a5e3827b477.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2841/3000 /content/Kaggle/JPG_test/312ce1ee-4aee-42da-96dd-0371a8430824.jpg: 640x640 Done. (0.012s) image 2842/3000 /content/Kaggle/JPG_test/312d9fbe-dd26-439c-a2d4-8db9075893cf.jpg: 640x640 Done. (0.012s) image 2843/3000 /content/Kaggle/JPG_test/312dead9-f2a0-42c6-beea-9d0ce85de61a.jpg: 640x640 3 pneumonias, Done. (0.014s) image 2844/3000 /content/Kaggle/JPG_test/3135b442-13ea-496f-b5ba-e0e074494c16.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2845/3000 /content/Kaggle/JPG_test/3138294b-6fbd-49da-b606-f0c4f765d9d8.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2846/3000 /content/Kaggle/JPG_test/313a472a-b7c6-4e89-9bc4-ea83f4633d25.jpg: 640x640 Done. (0.012s) image 2847/3000 /content/Kaggle/JPG_test/313ce9b9-3fe4-4354-aea7-707eee7db3ab.jpg: 640x640 Done. (0.012s) image 2848/3000 /content/Kaggle/JPG_test/313f7f44-f566-40f2-bfec-54cc571b7344.jpg: 640x640 3 pneumonias, Done. (0.015s) image 2849/3000 /content/Kaggle/JPG_test/3140ad27-ac31-4bf5-b74a-e2742ba630ef.jpg: 640x640 Done. (0.013s) image 2850/3000 /content/Kaggle/JPG_test/31427b8c-af64-4bf1-91b0-32768c847536.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2851/3000 /content/Kaggle/JPG_test/bfe9f3bf-d184-4fcc-95fd-b5195da99e20.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2852/3000 /content/Kaggle/JPG_test/bfec16e6-874f-4083-954e-7031d559f05e.jpg: 640x640 Done. (0.013s) image 2853/3000 /content/Kaggle/JPG_test/bfecd96e-8826-4936-b01b-86cdb2004f06.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2854/3000 /content/Kaggle/JPG_test/bfed1172-fef5-46dc-8dcd-ba436b3ae518.jpg: 640x640 Done. (0.013s) image 2855/3000 /content/Kaggle/JPG_test/bfed4174-2767-496f-a013-dbcea318f9ad.jpg: 640x640 Done. (0.013s) image 2856/3000 /content/Kaggle/JPG_test/bff10284-7ffa-4e7e-bd19-49a61b36bd94.jpg: 640x640 Done. (0.014s) image 2857/3000 /content/Kaggle/JPG_test/bff4d9e9-8206-4109-a2e8-4c2aac78404b.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2858/3000 /content/Kaggle/JPG_test/bffaba0b-e40b-4a7c-acc0-694c015a905b.jpg: 640x640 Done. (0.013s) image 2859/3000 /content/Kaggle/JPG_test/bffb0d66-0f20-41a6-bfa9-ca8acafd378a.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2860/3000 /content/Kaggle/JPG_test/bffc41ca-8869-4740-8ced-4c361eae015b.jpg: 640x640 Done. (0.013s) image 2861/3000 /content/Kaggle/JPG_test/bfff5d71-87ab-4530-beb9-ff017b6160a7.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2862/3000 /content/Kaggle/JPG_test/bffff3da-0b19-40a7-af3b-e832bf9b45ec.jpg: 640x640 Done. (0.015s) image 2863/3000 /content/Kaggle/JPG_test/c002e66e-aaf3-46ad-b1ce-1ab12f795c80.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2864/3000 /content/Kaggle/JPG_test/c0074c6c-78a6-4160-8c71-b445d9967065.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2865/3000 /content/Kaggle/JPG_test/c008eff7-942c-4675-937b-d18905e8c770.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2866/3000 /content/Kaggle/JPG_test/c00a132f-6108-46e7-a67a-77efd3d2d0ef.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2867/3000 /content/Kaggle/JPG_test/c00b393c-87f3-46da-895b-823c290b0171.jpg: 640x640 Done. (0.013s) image 2868/3000 /content/Kaggle/JPG_test/c00d549b-7fef-49c1-a400-39e4724496f4.jpg: 640x640 Done. (0.013s) image 2869/3000 /content/Kaggle/JPG_test/c010c077-36e0-4e44-ae67-c53d1a5992cc.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2870/3000 /content/Kaggle/JPG_test/c01261ad-12bf-4ac1-8621-96881a939fd6.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2871/3000 /content/Kaggle/JPG_test/c01c3753-a43e-4640-add6-7c1ee6740ade.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2872/3000 /content/Kaggle/JPG_test/c01ca942-bc95-408c-9c71-8845a817bac1.jpg: 640x640 Done. (0.013s) image 2873/3000 /content/Kaggle/JPG_test/c01eda59-a25b-4995-8f4d-863a1e633826.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2874/3000 /content/Kaggle/JPG_test/c028bb45-6dbc-4152-9bf5-3050e393c198.jpg: 640x640 Done. (0.012s) image 2875/3000 /content/Kaggle/JPG_test/c02d68ed-3ae8-46ff-8e86-bcd2cc14ad0f.jpg: 640x640 Done. (0.013s) image 2876/3000 /content/Kaggle/JPG_test/c031834b-2296-4991-ac96-8495ee9a1231.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2877/3000 /content/Kaggle/JPG_test/c0359e31-2399-435b-9745-af2da190886f.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2878/3000 /content/Kaggle/JPG_test/c036f4b6-e060-430c-8ded-55b7f09ae43d.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2879/3000 /content/Kaggle/JPG_test/c038896c-a4d7-4e16-9cc7-d6a5d89f8012.jpg: 640x640 4 pneumonias, Done. (0.013s) image 2880/3000 /content/Kaggle/JPG_test/c03b0ef6-cea0-48c9-94ab-cd028740b31f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2881/3000 /content/Kaggle/JPG_test/c040e4f2-467a-4078-beef-0ff693cfa952.jpg: 640x640 2 pneumonias, Done. (0.016s) image 2882/3000 /content/Kaggle/JPG_test/c0435af1-0524-4d84-930a-eb55d2cc5cb3.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2883/3000 /content/Kaggle/JPG_test/c0460ef6-44a3-45ef-beb2-ed1b13c88e5e.jpg: 640x640 Done. (0.013s) image 2884/3000 /content/Kaggle/JPG_test/c0471814-5d65-4868-94cb-e9ff37439619.jpg: 640x640 Done. (0.012s) image 2885/3000 /content/Kaggle/JPG_test/c0479e08-bd63-4dc3-8334-a6e3b5469987.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2886/3000 /content/Kaggle/JPG_test/c04c5925-3428-42cf-ac98-9096a0ce8c1c.jpg: 640x640 Done. (0.013s) image 2887/3000 /content/Kaggle/JPG_test/c04cf0fe-7b2f-4bf4-90f9-abbb041c108f.jpg: 640x640 Done. (0.016s) image 2888/3000 /content/Kaggle/JPG_test/c04e3eeb-80ec-46f1-81e4-4186ece11b3e.jpg: 640x640 3 pneumonias, Done. (0.013s) image 2889/3000 /content/Kaggle/JPG_test/c05576db-505d-422a-a41b-52029015cab8.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2890/3000 /content/Kaggle/JPG_test/c0562697-eddc-4aa8-8635-4010fb5ef989.jpg: 640x640 Done. (0.013s) image 2891/3000 /content/Kaggle/JPG_test/c0581ffe-dd70-4b94-8c20-7755e12b0dfa.jpg: 640x640 Done. (0.013s) image 2892/3000 /content/Kaggle/JPG_test/c05a341f-e8b7-438b-a8d7-146dd746a2aa.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2893/3000 /content/Kaggle/JPG_test/c0619d50-76c3-49cc-af20-3d2779c96ad7.jpg: 640x640 2 pneumonias, Done. (0.014s) image 2894/3000 /content/Kaggle/JPG_test/c06462ab-7889-4876-95b5-a20fd2a71408.jpg: 640x640 Done. (0.013s) image 2895/3000 /content/Kaggle/JPG_test/c0662eac-8a07-4ba1-9c8a-e4d15c3ac067.jpg: 640x640 3 pneumonias, Done. (0.013s) image 2896/3000 /content/Kaggle/JPG_test/c06dcfa7-3dca-49e2-a94a-28c354e0f876.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2897/3000 /content/Kaggle/JPG_test/c07239bc-922b-420e-9f30-dede391f9fad.jpg: 640x640 Done. (0.013s) image 2898/3000 /content/Kaggle/JPG_test/c07625f6-dfa7-44c6-9dff-4702345444f7.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2899/3000 /content/Kaggle/JPG_test/c07be578-7dba-4f48-9d41-ca336d9823de.jpg: 640x640 Done. (0.013s) image 2900/3000 /content/Kaggle/JPG_test/c07ea5c4-ce0a-4f94-bcfe-64c7399adb9c.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2901/3000 /content/Kaggle/JPG_test/c0808f4b-2487-4786-a204-3b76b8ec3313.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2902/3000 /content/Kaggle/JPG_test/c084b75c-915e-4691-bb40-c16d7e1695a1.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2903/3000 /content/Kaggle/JPG_test/c0879c39-e94b-46c5-a8be-2408e1d21716.jpg: 640x640 Done. (0.013s) image 2904/3000 /content/Kaggle/JPG_test/c08fe556-bde0-4c18-bf5c-32231f92abac.jpg: 640x640 3 pneumonias, Done. (0.013s) image 2905/3000 /content/Kaggle/JPG_test/c0957a54-79af-4505-a5de-c49c52e7c959.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2906/3000 /content/Kaggle/JPG_test/c0975b54-8922-449b-950a-70308820b56e.jpg: 640x640 1 pneumonia, Done. (0.016s) image 2907/3000 /content/Kaggle/JPG_test/c0996b19-8cdf-49b9-9865-d906fac2a434.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2908/3000 /content/Kaggle/JPG_test/c09ebc4a-9c22-4a8a-b584-0f90d3fe92f2.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2909/3000 /content/Kaggle/JPG_test/c0a24e30-4b10-41d1-91c7-a089985d5512.jpg: 640x640 Done. (0.013s) image 2910/3000 /content/Kaggle/JPG_test/c0a2978c-82f7-42e7-975d-c4eba156dfdd.jpg: 640x640 Done. (0.013s) image 2911/3000 /content/Kaggle/JPG_test/c0a4d39d-2848-4827-8d32-a21cb6f4e05e.jpg: 640x640 Done. (0.016s) image 2912/3000 /content/Kaggle/JPG_test/c0a533e9-21c9-4c3a-9165-410eaed5b294.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2913/3000 /content/Kaggle/JPG_test/c0c0b012-30fe-40d2-b9ee-cf2004950558.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2914/3000 /content/Kaggle/JPG_test/c0c1e77e-5af0-4775-9136-342345d901de.jpg: 640x640 Done. (0.012s) image 2915/3000 /content/Kaggle/JPG_test/c0c629fa-2d12-4534-a792-a70e1f6c967e.jpg: 640x640 Done. (0.013s) image 2916/3000 /content/Kaggle/JPG_test/c0cdf524-c836-423b-aee6-65afc46567db.jpg: 640x640 Done. (0.013s) image 2917/3000 /content/Kaggle/JPG_test/c0d0c7e5-5775-4780-9071-583c4f89e105.jpg: 640x640 Done. (0.013s) image 2918/3000 /content/Kaggle/JPG_test/c0d6bfee-4fae-4c7a-b229-ea9a69005cd7.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2919/3000 /content/Kaggle/JPG_test/c0d73fbe-80c5-44dc-94f8-85f757be171b.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2920/3000 /content/Kaggle/JPG_test/c0d961d5-159a-497a-8b6b-f65ac28b35a6.jpg: 640x640 Done. (0.012s) image 2921/3000 /content/Kaggle/JPG_test/c0da3ddb-a443-4865-812e-7bd7584a1723.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2922/3000 /content/Kaggle/JPG_test/c0db5d9d-74f1-43f4-9181-18de6ea1d862.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2923/3000 /content/Kaggle/JPG_test/c0de9cd1-1d0c-49bd-a3c1-f0f62e64414e.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2924/3000 /content/Kaggle/JPG_test/c0eabd79-0f88-4db8-b515-83a4c5a9ffde.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2925/3000 /content/Kaggle/JPG_test/c0ec3097-a14b-4ee2-9547-c0d2532f2e62.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2926/3000 /content/Kaggle/JPG_test/c0edff49-046c-47ba-af8b-e740ae15da3e.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2927/3000 /content/Kaggle/JPG_test/c0f282b0-d5d9-411b-899d-b6174992b0f1.jpg: 640x640 Done. (0.014s) image 2928/3000 /content/Kaggle/JPG_test/c0f4c0b1-da34-464e-ad29-c8f7f309a30e.jpg: 640x640 Done. (0.012s) image 2929/3000 /content/Kaggle/JPG_test/c103f115-266b-4f0c-97d0-082dc2438a27.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2930/3000 /content/Kaggle/JPG_test/c104712e-81a4-4a39-9d0d-0ca3ec487e93.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2931/3000 /content/Kaggle/JPG_test/c107a573-4b0f-4b31-9ad5-f33279364ff3.jpg: 640x640 Done. (0.012s) image 2932/3000 /content/Kaggle/JPG_test/c10b53cf-2750-41c1-9ba6-b73598b2bc22.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2933/3000 /content/Kaggle/JPG_test/c10c617c-8be9-47c9-9972-60dcd008faea.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2934/3000 /content/Kaggle/JPG_test/c10e8c73-8d1b-4abd-b6ad-7fbbe0a18346.jpg: 640x640 Done. (0.013s) image 2935/3000 /content/Kaggle/JPG_test/c10f2a35-afdd-4b1a-ade3-40500fa39fef.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2936/3000 /content/Kaggle/JPG_test/c11ecaec-2b8c-46c2-9883-8e491f3ea835.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2937/3000 /content/Kaggle/JPG_test/c1212b24-683b-4b34-9470-a3ec54564e88.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2938/3000 /content/Kaggle/JPG_test/c121b434-a3cf-415b-9229-0ec10a66d6be.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2939/3000 /content/Kaggle/JPG_test/c127745e-7555-4a19-8ed9-33aa32622c4a.jpg: 640x640 Done. (0.013s) image 2940/3000 /content/Kaggle/JPG_test/c127904f-d321-4d79-b02d-599b73b0a734.jpg: 640x640 Done. (0.012s) image 2941/3000 /content/Kaggle/JPG_test/c1281ecd-6406-420a-960a-f60c0a2be14e.jpg: 640x640 Done. (0.012s) image 2942/3000 /content/Kaggle/JPG_test/c12861f2-2d63-43f1-b615-cc6e82116faf.jpg: 640x640 Done. (0.012s) image 2943/3000 /content/Kaggle/JPG_test/c129ed85-8cdc-4505-972e-661a36fd9234.jpg: 640x640 Done. (0.012s) image 2944/3000 /content/Kaggle/JPG_test/c12a8dab-bb32-4383-9ee3-bf2dce0fd20c.jpg: 640x640 Done. (0.012s) image 2945/3000 /content/Kaggle/JPG_test/c12bf14d-8ac3-4c9e-a739-3789dc17d067.jpg: 640x640 Done. (0.012s) image 2946/3000 /content/Kaggle/JPG_test/c130ee0e-7bf6-4c8e-afa2-8b27e23f4c5d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2947/3000 /content/Kaggle/JPG_test/c13125e5-a27b-4110-bac3-7ed3ee2bfbb1.jpg: 640x640 Done. (0.012s) image 2948/3000 /content/Kaggle/JPG_test/c1330177-9ef2-410c-a3ee-f7c1cabeddd1.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2949/3000 /content/Kaggle/JPG_test/c13837b3-8a12-4cb3-98fd-4ff007df6aba.jpg: 640x640 Done. (0.012s) image 2950/3000 /content/Kaggle/JPG_test/c13c5000-25a2-46a3-8dfe-469ac9e706a8.jpg: 640x640 Done. (0.012s) image 2951/3000 /content/Kaggle/JPG_test/c141f676-7ac5-4231-bdb2-aea92772eb7f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2952/3000 /content/Kaggle/JPG_test/c1422130-230c-4c57-947b-f441fe987edb.jpg: 640x640 Done. (0.012s) image 2953/3000 /content/Kaggle/JPG_test/c1442587-d214-456b-8a4d-59431600cabf.jpg: 640x640 Done. (0.012s) image 2954/3000 /content/Kaggle/JPG_test/c1492be6-e6aa-404c-8f37-0468aa65f5ea.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2955/3000 /content/Kaggle/JPG_test/c14ca401-87c1-4ab2-9aa7-7f8bec9f0c06.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2956/3000 /content/Kaggle/JPG_test/c14d9403-6e1f-4d9f-b278-6b7bc18cf3cc.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2957/3000 /content/Kaggle/JPG_test/c1507764-540b-4036-ae74-8271effd56c5.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2958/3000 /content/Kaggle/JPG_test/c15132d6-6486-407e-b07a-2077eae209ce.jpg: 640x640 1 pneumonia, Done. (0.014s) image 2959/3000 /content/Kaggle/JPG_test/c1526e12-28a6-429b-98e7-8c6d634a9818.jpg: 640x640 Done. (0.013s) image 2960/3000 /content/Kaggle/JPG_test/c15f29ca-8127-4be3-adf8-bda02e398575.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2961/3000 /content/Kaggle/JPG_test/c1636efa-40ac-4c63-bc9b-6886165ef44d.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2962/3000 /content/Kaggle/JPG_test/c16a0985-23a7-450f-b10f-f5514e9ec746.jpg: 640x640 Done. (0.012s) image 2963/3000 /content/Kaggle/JPG_test/c171dad5-e08b-4590-a946-9ab43a257b8c.jpg: 640x640 Done. (0.012s) image 2964/3000 /content/Kaggle/JPG_test/c172bbde-f7f7-4e65-aeb9-98684feddbbd.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2965/3000 /content/Kaggle/JPG_test/c179ad70-56f9-4739-8a29-17c71be7f2cb.jpg: 640x640 Done. (0.012s) image 2966/3000 /content/Kaggle/JPG_test/c1863155-7189-4ff6-864b-6c661f7d625f.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2967/3000 /content/Kaggle/JPG_test/c1868de8-4f38-4bcb-8c58-d647cfbe1bc6.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2968/3000 /content/Kaggle/JPG_test/c187de8d-dff1-4f5f-b11e-74bd5bf8cfb8.jpg: 640x640 Done. (0.012s) image 2969/3000 /content/Kaggle/JPG_test/c189e228-37c8-4def-b35b-1938a92f4f68.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2970/3000 /content/Kaggle/JPG_test/c18ad1f9-b19f-4a34-aac2-853fe2ec6946.jpg: 640x640 Done. (0.013s) image 2971/3000 /content/Kaggle/JPG_test/c1937034-f8a4-4a84-a69c-213911b39907.jpg: 640x640 Done. (0.012s) image 2972/3000 /content/Kaggle/JPG_test/c19eb270-ac17-48f3-bc22-9ba6fd38ac52.jpg: 640x640 Done. (0.012s) image 2973/3000 /content/Kaggle/JPG_test/c1a1144a-91c5-466b-b707-6303b2dc5500.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2974/3000 /content/Kaggle/JPG_test/c1a2fb00-a536-4e07-b462-2220a17968a2.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2975/3000 /content/Kaggle/JPG_test/c1a7417f-6802-4f4b-8f4a-debfd1558230.jpg: 640x640 Done. (0.013s) image 2976/3000 /content/Kaggle/JPG_test/c1acfe9d-3e90-414c-809e-72c6dc153708.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2977/3000 /content/Kaggle/JPG_test/c1af93d1-2cb6-47f0-a44a-fe48c60d4629.jpg: 640x640 4 pneumonias, Done. (0.015s) image 2978/3000 /content/Kaggle/JPG_test/c1b2f938-49b9-4fe6-8251-b6c90622907b.jpg: 640x640 Done. (0.012s) image 2979/3000 /content/Kaggle/JPG_test/c1b44588-d231-4ac1-b616-8c21d2fbca6b.jpg: 640x640 Done. (0.012s) image 2980/3000 /content/Kaggle/JPG_test/c1b72754-10ab-492b-ad36-78a4b16365eb.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2981/3000 /content/Kaggle/JPG_test/c1bea7c6-14cb-483c-b2ee-e958901f0667.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2982/3000 /content/Kaggle/JPG_test/c1c73ab1-a934-4ef5-b362-7da3c3bc4970.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2983/3000 /content/Kaggle/JPG_test/c1ca69a7-39b8-4fbe-93c0-16769f1ea057.jpg: 640x640 1 pneumonia, Done. (0.015s) image 2984/3000 /content/Kaggle/JPG_test/c1ca740f-befa-45a6-be08-8c06da1da71c.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2985/3000 /content/Kaggle/JPG_test/c1ccf646-db01-4175-84d4-e794c4e1e14e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2986/3000 /content/Kaggle/JPG_test/c1d15ac6-9205-4063-9916-3856fb9ebff7.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2987/3000 /content/Kaggle/JPG_test/c1d1a7c9-94b3-44e3-9353-3ec35fce7d70.jpg: 640x640 3 pneumonias, Done. (0.013s) image 2988/3000 /content/Kaggle/JPG_test/c1d3ec0a-8dc1-440c-9f5f-f8de703418ef.jpg: 640x640 2 pneumonias, Done. (0.012s) image 2989/3000 /content/Kaggle/JPG_test/c1d9b4c9-39cc-4b37-b95b-82d26a1b68df.jpg: 640x640 Done. (0.013s) image 2990/3000 /content/Kaggle/JPG_test/c1db263b-5d0e-47f7-9093-b7ad5b2a4d2a.jpg: 640x640 2 pneumonias, Done. (0.013s) image 2991/3000 /content/Kaggle/JPG_test/c1df4324-58ef-4f0c-b5a2-88faaf28955f.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2992/3000 /content/Kaggle/JPG_test/c1e202a1-431c-458f-8aa2-c237c7c69647.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2993/3000 /content/Kaggle/JPG_test/c1e3615c-cf3a-48e7-a20e-05244bba5292.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2994/3000 /content/Kaggle/JPG_test/c1e5e19a-4aa3-437f-839c-a90e30e30a5f.jpg: 640x640 Done. (0.013s) image 2995/3000 /content/Kaggle/JPG_test/c1e6dda1-1108-46a3-a9fa-6460c413274e.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2996/3000 /content/Kaggle/JPG_test/c1e88810-9e4e-4f39-9306-8d314bfc1ff1.jpg: 640x640 1 pneumonia, Done. (0.013s) image 2997/3000 /content/Kaggle/JPG_test/c1ec035b-377b-416c-a281-f868b7c9b6c3.jpg: 640x640 1 pneumonia, Done. (0.012s) image 2998/3000 /content/Kaggle/JPG_test/c1ef5b66-0fd7-49d1-ae6b-5af84929414b.jpg: 640x640 Done. (0.012s) image 2999/3000 /content/Kaggle/JPG_test/c1ef6724-f95f-40f1-b25b-de806d9bc39d.jpg: 640x640 2 pneumonias, Done. (0.014s) image 3000/3000 /content/Kaggle/JPG_test/c1f55e7e-4065-4dc0-993e-a7c1704c6036.jpg: 640x640 1 pneumonia, Done. (0.013s) Speed: 0.5ms pre-process, 12.6ms inference, 0.8ms NMS per image at shape (1, 3, 640, 640) Results saved to runs/detect/exp 1744 labels saved to runs/detect/exp/labels
#display inference on ALL test images
import glob
from IPython.display import Image, display
for imageName in glob.glob('/runs/detect/exp3/*.jpg'): #assuming JPG
display(Image(filename=imageName))
print("\n")
#Load and show an image with Pillow
import glob
from PIL import Image
#Load the image
for imageName in glob.glob('/runs/detect/exp3/*.jpg'): #assuming JPG
print(imageName)
#img = Image.open(imageName)
# img.show()
VGG19
merged_df_sample=train_class
merged_df_sample.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 30227 entries, 0 to 30226 Data columns (total 17 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 patientId 30227 non-null object 1 x 30227 non-null float64 2 y 30227 non-null float64 3 width 30227 non-null float64 4 height 30227 non-null float64 5 Target 30227 non-null int64 6 number_of_boxes 30227 non-null int64 7 class 30227 non-null object 8 path 30227 non-null object 9 PatientAge 30227 non-null object 10 PatientSex 30227 non-null object 11 ViewPosition 30227 non-null object 12 ConversionType 30227 non-null object 13 Rows 30227 non-null object 14 Columns 30227 non-null object 15 PixelSpacing 30227 non-null object 16 PatientAgeBins 30227 non-null category dtypes: category(1), float64(4), int64(2), object(10) memory usage: 5.0+ MB
negative_info=merged_df_sample[merged_df_sample['Target']==0]
print(len(negative_info))
negative_info.head()
20672
| patientId | x | y | width | height | Target | number_of_boxes | class | path | PatientAge | PatientSex | ViewPosition | ConversionType | Rows | Columns | PixelSpacing | PatientAgeBins | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0004cfab-14fd-4e49-80ba-63a80b6bddd6 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/0004cfab-... | 51 | F | PA | WSD | 1024 | 1024 | 0.143 | (50.0, 60.0] |
| 1 | 00313ee0-9eaa-42f4-b0ab-c148ed3241cd | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/00313ee0-... | 48 | F | PA | WSD | 1024 | 1024 | 0.194 | (40.0, 50.0] |
| 2 | 00322d4d-1c29-4943-afc9-b6754be640eb | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/00322d4d-... | 19 | M | AP | WSD | 1024 | 1024 | 0.168 | (10.0, 20.0] |
| 3 | 003d8fa0-6bf1-40ed-b54c-ac657f8495c5 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 1 | Normal | /content/Kaggle/stage_2_train_images/003d8fa0-... | 28 | M | PA | WSD | 1024 | 1024 | 0.143 | (20.0, 30.0] |
| 6 | 00569f44-917d-4c86-a842-81832af98c30 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 1 | No Lung Opacity / Not Normal | /content/Kaggle/stage_2_train_images/00569f44-... | 54 | M | AP | WSD | 1024 | 1024 | 0.139 | (50.0, 60.0] |
positive_info=merged_df_sample[merged_df_sample['Target']==1]
unique_positive=positive_info[['path','patientId']]
#print(path)
path=unique_positive['path'].unique()
#print(path)
patientId=unique_positive['patientId'].unique()
unique_positive=pd.DataFrame({'path':path,'patientId':patientId})
len(unique_positive)
6012
from tqdm import tqdm
from skimage.transform import resize
POSITIVE_DIR = os.path.join(DATA_DIR + 'working_data/positive/')
if not os.path.exists(POSITIVE_DIR): os.makedirs(POSITIVE_DIR)
for _,row in tqdm(unique_positive.iterrows()):
img=pydicom.read_file(row['path']).pixel_array
img=resize(img,(256,256))
plt.imsave(f'/content/Kaggle/working_data/positive/'+row['patientId']+'.jpg',img,cmap='gray')
6012it [06:38, 15.08it/s]
negtive_info=merged_df_sample[merged_df_sample['Target']==0]
negative=negative_info[['path','patientId']]
#print(path)
path=negative['path'].unique()
#print(path)
patientId=negative['patientId'].unique()
negative=pd.DataFrame({'path':path,'patientId':patientId})
len(negative)
20672
NEGATIVE_DIR = os.path.join(DATA_DIR + 'negative/')
if not os.path.exists(NEGATIVE_DIR): os.makedirs(NEGATIVE_DIR)
for _,row in tqdm(negative.iterrows()):
img=pydicom.read_file(row['path']).pixel_array
img=resize(img,(256,256))
plt.imsave(f'/content/Kaggle/negative/'+row['patientId']+'.jpg',img,cmap='gray')
20672it [21:11, 16.25it/s]
from tensorflow.keras.applications.vgg19 import VGG19,preprocess_input
datagen=ImageDataGenerator(samplewise_center=True,samplewise_std_normalization=True,horizontal_flip=True,
width_shift_range=0.05,rescale=1/255,fill_mode='nearest',height_shift_range=0.05,
preprocessing_function=preprocess_input,validation_split=0.1,
)
train=datagen.flow_from_directory('/content/Kaggle/working_data',color_mode='rgb',batch_size=128,class_mode='binary',subset='training')
test=datagen.flow_from_directory('/content/Kaggle/working_data',color_mode='rgb',batch_size=32,class_mode='binary',subset='validation')
Found 24016 images belonging to 2 classes. Found 2668 images belonging to 2 classes.
train.class_indices
{'negative': 0, 'positive': 1}
pre_trained_model = VGG19(input_shape = (256,256,3),
include_top = False,
weights = 'imagenet')
for layer in pre_trained_model.layers:
layer.trainable = False
# pre_trained_model.summary()
last_layer = pre_trained_model.get_layer('block5_pool')
print('last layer output shape: ', last_layer.output_shape)
last_output = last_layer.output
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg19/vgg19_weights_tf_dim_ordering_tf_kernels_notop.h5 80142336/80134624 [==============================] - 1s 0us/step 80150528/80134624 [==============================] - 1s 0us/step last layer output shape: (None, 8, 8, 512)
from tensorflow.keras.layers import Flatten,Dense,Dropout,BatchNormalization,LeakyReLU,GaussianDropout
model = Flatten()(last_output)
model = Dense(1024)(model)
model=LeakyReLU(0.1)(model)
model=Dropout(0.25)(model)
model=BatchNormalization()(model)
model = Dense(1024)(model)
model=LeakyReLU(0.1)(model)
model=Dropout(0.25)(model)
model=BatchNormalization()(model)
model = Dense(1, activation='sigmoid')(model)
from tensorflow.keras.models import Model
vgg19model = Model( pre_trained_model.input, model)
vgg19model.compile(optimizer = 'adam',
loss = 'binary_crossentropy',
metrics = ['accuracy'])
from tensorflow.keras.callbacks import EarlyStopping,ReduceLROnPlateau
early=EarlyStopping(monitor='accuracy',patience=3,mode='auto')
reduce_lr = ReduceLROnPlateau(monitor='accuracy', factor=0.5, patience=2, verbose=1,cooldown=0, mode='auto',min_delta=0.0001, min_lr=0)
class_weight={0:1,1:3.3}
vgg19model.fit(train,epochs=20,callbacks=[reduce_lr],steps_per_epoch=100,validation_data=test,class_weight=class_weight)
Epoch 1/20 100/100 [==============================] - 246s 2s/step - loss: 1.0973 - accuracy: 0.6771 - val_loss: 0.4379 - val_accuracy: 0.7852 - lr: 0.0010 Epoch 2/20 100/100 [==============================] - 251s 3s/step - loss: 0.8344 - accuracy: 0.7245 - val_loss: 0.5169 - val_accuracy: 0.7421 - lr: 0.0010 Epoch 3/20 100/100 [==============================] - 241s 2s/step - loss: 0.7812 - accuracy: 0.7366 - val_loss: 0.5160 - val_accuracy: 0.7399 - lr: 0.0010 Epoch 4/20 100/100 [==============================] - 248s 2s/step - loss: 0.7585 - accuracy: 0.7444 - val_loss: 0.4747 - val_accuracy: 0.7605 - lr: 0.0010 Epoch 5/20 100/100 [==============================] - 256s 3s/step - loss: 0.7539 - accuracy: 0.7490 - val_loss: 0.4839 - val_accuracy: 0.7534 - lr: 0.0010 Epoch 6/20 100/100 [==============================] - 257s 3s/step - loss: 0.7412 - accuracy: 0.7498 - val_loss: 0.4007 - val_accuracy: 0.8062 - lr: 0.0010 Epoch 7/20 100/100 [==============================] - 252s 3s/step - loss: 0.7392 - accuracy: 0.7480 - val_loss: 0.4010 - val_accuracy: 0.8088 - lr: 0.0010 Epoch 8/20 100/100 [==============================] - ETA: 0s - loss: 0.7367 - accuracy: 0.7481 Epoch 8: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257. 100/100 [==============================] - 249s 2s/step - loss: 0.7367 - accuracy: 0.7481 - val_loss: 0.5094 - val_accuracy: 0.7260 - lr: 0.0010 Epoch 9/20 100/100 [==============================] - 247s 2s/step - loss: 0.7205 - accuracy: 0.7571 - val_loss: 0.4241 - val_accuracy: 0.7995 - lr: 5.0000e-04 Epoch 10/20 100/100 [==============================] - 247s 2s/step - loss: 0.6955 - accuracy: 0.7672 - val_loss: 0.4708 - val_accuracy: 0.7582 - lr: 5.0000e-04 Epoch 11/20 100/100 [==============================] - 245s 2s/step - loss: 0.6906 - accuracy: 0.7652 - val_loss: 0.4454 - val_accuracy: 0.7856 - lr: 5.0000e-04 Epoch 12/20 100/100 [==============================] - ETA: 0s - loss: 0.6949 - accuracy: 0.7655 Epoch 12: ReduceLROnPlateau reducing learning rate to 0.0002500000118743628. 100/100 [==============================] - 242s 2s/step - loss: 0.6949 - accuracy: 0.7655 - val_loss: 0.3628 - val_accuracy: 0.8415 - lr: 5.0000e-04 Epoch 13/20 100/100 [==============================] - 246s 2s/step - loss: 0.6842 - accuracy: 0.7759 - val_loss: 0.4248 - val_accuracy: 0.7972 - lr: 2.5000e-04 Epoch 14/20 100/100 [==============================] - 246s 2s/step - loss: 0.6820 - accuracy: 0.7625 - val_loss: 0.3840 - val_accuracy: 0.8227 - lr: 2.5000e-04 Epoch 15/20 100/100 [==============================] - ETA: 0s - loss: 0.6807 - accuracy: 0.7759 Epoch 15: ReduceLROnPlateau reducing learning rate to 0.0001250000059371814. 100/100 [==============================] - 246s 2s/step - loss: 0.6807 - accuracy: 0.7759 - val_loss: 0.4934 - val_accuracy: 0.7403 - lr: 2.5000e-04 Epoch 16/20 100/100 [==============================] - 245s 2s/step - loss: 0.6735 - accuracy: 0.7760 - val_loss: 0.3862 - val_accuracy: 0.8178 - lr: 1.2500e-04 Epoch 17/20 100/100 [==============================] - 246s 2s/step - loss: 0.6563 - accuracy: 0.7804 - val_loss: 0.3643 - val_accuracy: 0.8396 - lr: 1.2500e-04 Epoch 18/20 100/100 [==============================] - 245s 2s/step - loss: 0.6628 - accuracy: 0.7811 - val_loss: 0.4003 - val_accuracy: 0.8235 - lr: 1.2500e-04 Epoch 19/20 100/100 [==============================] - 242s 2s/step - loss: 0.6590 - accuracy: 0.7798 - val_loss: 0.3925 - val_accuracy: 0.8182 - lr: 1.2500e-04 Epoch 20/20 100/100 [==============================] - ETA: 0s - loss: 0.6473 - accuracy: 0.7807 Epoch 20: ReduceLROnPlateau reducing learning rate to 6.25000029685907e-05. 100/100 [==============================] - 232s 2s/step - loss: 0.6473 - accuracy: 0.7807 - val_loss: 0.4079 - val_accuracy: 0.8137 - lr: 1.2500e-04
<keras.callbacks.History at 0x7fcdfc176810>
vgg19model.save('/content/Kaggle/working_data/vgg19model.h5')
Plotting Accuracy and Validation Accuracy
plt.figure(figsize=(30,20))
val_acc=np.asarray(vgg19model.history.history['val_accuracy'])*100
acc=np.asarray(vgg19model.history.history['accuracy'])*100
acc=pd.DataFrame({'val_acc':val_acc,'acc':acc})
acc.plot(figsize=(20,10),yticks=range(50,100,5))
<matplotlib.axes._subplots.AxesSubplot at 0x7fcdfc67e150>
<Figure size 2160x1440 with 0 Axes>
Plotting Loss and Validation Loss
loss=vgg19model.history.history['loss']
val_loss=vgg19model.history.history['val_loss']
loss=pd.DataFrame({'val_loss':val_loss,'loss':loss})
loss.plot(figsize=(20,10))
<matplotlib.axes._subplots.AxesSubplot at 0x7fcdfc693850>
Model testing
y=[]
test.reset()
for i in tqdm(range(4)):
_,target=test.__getitem__(i)
for j in target:
y.append(j)
100%|██████████| 4/4 [00:02<00:00, 1.95it/s]
test.reset()
y_pred=vgg19model.predict(test)
pred=[]
for i in y_pred:
if i[0]>=0.5:
pred.append(1)
else:
pred.append(0)
from sklearn.metrics import roc_curve,auc,precision_recall_curve,classification_report
print(classification_report(y,pred[:len(y)]))
#Classification report based on single batch
precision recall f1-score support
0.0 0.93 0.89 0.91 87
1.0 0.78 0.85 0.81 41
accuracy 0.88 128
macro avg 0.85 0.87 0.86 128
weighted avg 0.88 0.88 0.88 128
AUC Curve
plt.figure(figsize=(20,10))
fprr,tprr,_=roc_curve(y,y_pred[:len(y)])
area_under_curver=auc(fprr,tprr)
print('The area under the curve is:',area_under_curver)
# Plot area under curve
plt.plot(fprr,tprr,'b.-')
plt.xlabel('false positive rate')
plt.ylabel('true positive rate')
plt.plot(fprr,fprr,linestyle='--',color='black')
The area under the curve is: 0.9237454443509953
[<matplotlib.lines.Line2D at 0x7fcdfc025a10>]
Prediction
!pip install h5py
from keras.models import load_model
from keras.preprocessing import image
Requirement already satisfied: h5py in /usr/local/lib/python3.7/dist-packages (3.1.0) Requirement already satisfied: numpy>=1.14.5 in /usr/local/lib/python3.7/dist-packages (from h5py) (1.21.6) Requirement already satisfied: cached-property in /usr/local/lib/python3.7/dist-packages (from h5py) (1.5.2) WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv
# dimensions of our images
img_width, img_height = 256,256
def load_image(img_path, show=False):
img = image.load_img(img_path, target_size=(256, 256))
img_tensor = image.img_to_array(img) # (height, width, channels)
img_tensor = np.expand_dims(img_tensor, axis=0) # (1, height, width, channels), add a dimension because the model expects this shape: (batch_size, height, width, channels)
img_tensor /= 255. # imshow expects values in the range [0, 1]
if show:
plt.imshow(img_tensor[0])
plt.axis('off')
plt.show()
return img_tensor
# load the model we saved
model = load_model('/content/Kaggle/working_data/vgg19model.h5')
model.compile(loss='binary_crossentropy', optimizer='rmsprop', metrics=['accuracy'])
# image path
img_path = '/content/Kaggle/working_data/positive/000db696-cf54-4385-b10b-6b16fbb3f985.jpg' # positive
#img_path = '/content/Kaggle/working_data/negative/52836696-f108-4ada-b6f8-3de1221fb7ac.jpg' # negative
# load a single image
test_image = load_image(img_path)
# check prediction
prediction = model.predict(test_image)
print(prediction)
[[0.80858123]]
VGG16
import keras
from tensorflow.keras import Model
from keras.applications.vgg16 import VGG16
from keras.applications.vgg16 import preprocess_input
from tensorflow.keras.preprocessing.image import ImageDataGenerator
vgg_model = VGG16(input_shape = (256,256,3),include_top = False,weights = 'imagenet')
output = vgg_model.layers[-1].output
output = keras.layers.Flatten()(output)
vgg_model = Model(vgg_model.input, output)
for layer in vgg_model.layers:
layer.trainable = False
vgg_model.summary()
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5
58892288/58889256 [==============================] - 0s 0us/step
58900480/58889256 [==============================] - 0s 0us/step
Model: "model_2"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_3 (InputLayer) [(None, 256, 256, 3)] 0
block1_conv1 (Conv2D) (None, 256, 256, 64) 1792
block1_conv2 (Conv2D) (None, 256, 256, 64) 36928
block1_pool (MaxPooling2D) (None, 128, 128, 64) 0
block2_conv1 (Conv2D) (None, 128, 128, 128) 73856
block2_conv2 (Conv2D) (None, 128, 128, 128) 147584
block2_pool (MaxPooling2D) (None, 64, 64, 128) 0
block3_conv1 (Conv2D) (None, 64, 64, 256) 295168
block3_conv2 (Conv2D) (None, 64, 64, 256) 590080
block3_conv3 (Conv2D) (None, 64, 64, 256) 590080
block3_pool (MaxPooling2D) (None, 32, 32, 256) 0
block4_conv1 (Conv2D) (None, 32, 32, 512) 1180160
block4_conv2 (Conv2D) (None, 32, 32, 512) 2359808
block4_conv3 (Conv2D) (None, 32, 32, 512) 2359808
block4_pool (MaxPooling2D) (None, 16, 16, 512) 0
block5_conv1 (Conv2D) (None, 16, 16, 512) 2359808
block5_conv2 (Conv2D) (None, 16, 16, 512) 2359808
block5_conv3 (Conv2D) (None, 16, 16, 512) 2359808
block5_pool (MaxPooling2D) (None, 8, 8, 512) 0
flatten_1 (Flatten) (None, 32768) 0
=================================================================
Total params: 14,714,688
Trainable params: 0
Non-trainable params: 14,714,688
_________________________________________________________________
from keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout, InputLayer
from keras.models import Sequential
from keras import optimizers
input_shape=(256,256,3)
vmodel = Sequential()
vmodel.add(vgg_model)
vmodel.add(Dense(512, activation='relu', input_dim=input_shape))
vmodel.add(Dropout(0.3))
vmodel.add(Dense(512, activation='relu'))
vmodel.add(Dropout(0.3))
vmodel.add(Dense(1, activation='sigmoid'))
vmodel.compile(optimizer = 'adam',loss = 'binary_crossentropy',metrics = ['accuracy'])
vmodel.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
model_2 (Functional) (None, 32768) 14714688
dense_3 (Dense) (None, 512) 16777728
dropout_2 (Dropout) (None, 512) 0
dense_4 (Dense) (None, 512) 262656
dropout_3 (Dropout) (None, 512) 0
dense_5 (Dense) (None, 1) 513
=================================================================
Total params: 31,755,585
Trainable params: 17,040,897
Non-trainable params: 14,714,688
_________________________________________________________________
vmodel.fit(train,epochs=5,callbacks=[reduce_lr],steps_per_epoch=100,validation_data=test,class_weight=class_weight)
Epoch 1/5 100/100 [==============================] - 236s 2s/step - loss: 1.1315 - accuracy: 0.6989 - val_loss: 0.4303 - val_accuracy: 0.8032 - lr: 0.0010 Epoch 2/5 100/100 [==============================] - 232s 2s/step - loss: 0.7887 - accuracy: 0.7392 - val_loss: 0.3965 - val_accuracy: 0.8070 - lr: 0.0010 Epoch 3/5 100/100 [==============================] - 234s 2s/step - loss: 0.7753 - accuracy: 0.7440 - val_loss: 0.4945 - val_accuracy: 0.7301 - lr: 0.0010 Epoch 4/5 100/100 [==============================] - 232s 2s/step - loss: 0.7899 - accuracy: 0.7233 - val_loss: 0.4081 - val_accuracy: 0.8238 - lr: 0.0010 Epoch 5/5 100/100 [==============================] - ETA: 0s - loss: 0.7881 - accuracy: 0.7047 Epoch 5: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257. 100/100 [==============================] - 231s 2s/step - loss: 0.7881 - accuracy: 0.7047 - val_loss: 0.4616 - val_accuracy: 0.7901 - lr: 0.0010
<keras.callbacks.History at 0x7fd13934acd0>
vmodel.save(f'/content/Kaggle/working_data/model_vgg16.h5')
plt.figure(figsize=(40,30))
vval_acc=np.asarray(vmodel.history.history['val_accuracy'])*100
vacc=np.asarray(vmodel.history.history['accuracy'])*100
vacc=pd.DataFrame({'val_acc':vval_acc,'acc':vacc})
vacc.plot(figsize=(20,10),yticks=range(50,100,5))
<matplotlib.axes._subplots.AxesSubplot at 0x7fd13889fd50>
<Figure size 2880x2160 with 0 Axes>
Plotting Loss and Validation Loss
vloss=vmodel.history.history['loss']
vval_loss=vmodel.history.history['val_loss']
vloss=pd.DataFrame({'val_loss':vval_loss,'loss':vloss})
vloss.plot(figsize=(20,10))
<matplotlib.axes._subplots.AxesSubplot at 0x7fcdfc034090>
Model Testing
y=[]
test.reset()
for i in tqdm(range(4)):
_,target=test.__getitem__(i)
for j in target:
y.append(j)
100%|██████████| 4/4 [00:01<00:00, 2.16it/s]
test.reset()
y_predv=vmodel.predict(test)
predv=[]
for i in y_predv:
if i[0]>=0.5:
predv.append(1)
else:
predv.append(0)
ROC Curve
from sklearn.metrics import roc_curve,auc,precision_recall_curve,classification_report
print(classification_report(y,predv[:len(y)]))
#classification based on single batch
precision recall f1-score support
0.0 0.92 0.84 0.88 100
1.0 0.57 0.75 0.65 28
accuracy 0.82 128
macro avg 0.75 0.79 0.76 128
weighted avg 0.85 0.82 0.83 128
plt.figure(figsize=(20,10))
fprv,tprv,_=roc_curve(y,y_predv[:len(y)])
area_under_curvev=auc(fprv,tprv)
print('The area under the curve is:',area_under_curvev)
# Plot area under curve
plt.plot(fprv,tprv,'b.-')
plt.xlabel('false positive rate')
plt.ylabel('true positive rate')
plt.plot(fprv,fprv,linestyle='--',color='black')
The area under the curve is: 0.8674999999999999
[<matplotlib.lines.Line2D at 0x7fd139161950>]
Summary
We started with EDA of the given dataset and find how the various attributes (obtained from both the files and images) are spread across the entire dataset
After making the interim submission where we proposed a solution using MobileNet and Transfer Learning (using UNet) there were two challenges for us: First to write a function that can load the entire dataset at once and secondly Model Selection.
Model selection was a challenge as both localization and classification were needed to clubbed into one. We tried to develop a model on just ResNet, MobileNet, VGG16/19 and YOLO
After working on different models we realized that U-Net with binary classification works better for us.
Moreover, we found that U-Net is also widely used in medical applications. Hence switched to U-Net..but we encountered data imbalance problem with RCNN so we tried other models as well.
Such as mobilenet, yolo, YGG19/16
After training all the three variants we sticked with YGG19/16.
With this model we were successfully able to predict Pneumonia. Overall Single batch accuracy was 88% in VGG19 model. with good recall and precision.
Also we got single batch accuracy score of 82% in VGG16, with good recall and average precision.
So amonst all our models, VGG19 turned out to be the one with more practical advantage.